{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "34bfe7c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9db01bdd",
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.read_excel('第二章 图表(前15).xlsx',sheet_name='2 带均值柱形图',usecols=\"B,C\",skiprows=1)\n",
    "data=data.iloc[0:6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "63852cd7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def gradient_image(ax, direction=0.3, cmap_range=(0, 1), **kwargs):\n",
    "    phi = direction * np.pi / 2\n",
    "    v = np.array([np.cos(phi), np.sin(phi)])\n",
    "    X = np.array([[v @ [1, 0], v @ [1, 1]],\n",
    "                  [v @ [0, 0], v @ [0, 1]]])\n",
    "    a, b = cmap_range\n",
    "    X = a + (b - a) / X.max() * X\n",
    "    im = ax.imshow(X, interpolation='bicubic', clim=(0, 1),\n",
    "                   aspect='auto', **kwargs)\n",
    "    return im\n",
    "def gradient_bar(ax, x, y, width=0.5, bottom=0):\n",
    "    for left, top in zip(x, y):\n",
    "        right = left + width\n",
    "        gradient_image(ax, extent=(left, right, bottom, top),\n",
    "                       cmap=plt.cm.Blues_r, cmap_range=(0, 0.8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "54835ac2",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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hQy3zf/XVV0hNTcXixYuD2nju9OnTOHr0qCk8LS3NVmAqKChAYWEhcnNzcdttt+G2225Dfn6+7TXCw8ORlZWFiIgIhIeHo27duvjiiy+YBuT111/HrFmzcPr0aXTv3h1vvPEGjh49ihdffBHDhw/H22+/DUIIpkyZgoceeogJO+np6Thx4gTef/99TJs2DQ0bNrQ0B509exbJycmWwtj69etRuXJl4Ryq22+/na0qo+Tn51tqVqjZatWqVXj//fdx//33AwBycnLw9ttv48CBA9i2bVtA4bSgoAARERHCPXq9XhBCEB0djSVLlgCA4NysUFwxXO617gqFouTYuHEjiYyMJIsXL7ZNM3HiROJyuUhcXByZN2+e3/Lk4xbk/5o1a1rmu+uuu4p1xMFXX31lWd6aNWvI9OnTyenTpwkhhHz88cekbNmy5JVXXiGEEPL6668TTdPI8OHDhXynTp0id9xxB9m5cycL++effwgAcuDAARY2ePBg4vF4hL2BfvzxR1K5cmUSFxdn2lOnatWqpFatWqbwa665RqiTEydOkLi4ONK4cWNhfxxKt27dSJMmTcibb75JCgsL/f0UlrRq1Yq89tprhBDi91wuhaK0oxES5LpOhUJRKsjOzhZW+sicP38emqYFtTz50KFDuOqqqy756drEt0w+2GXTf//9N77//nsMHz6chR09ehQ1atQI6pgMmfT0dISFhaF8+fJFzhuI48ePo2rVqpdkOXjz5s1xzz33YNKkSRe9bIUilFDCjkKhUCgUilKNWo2lUCgUCoWiVKOEHcUlITc3F61atcLXX3992a6ZkpKC3Nxc2/ilS5fi2LFjl+1+LgZr167FN998U9K3AUB3mE1KSvJbx8ESaL8ZQHeuPXDggG38b7/9ZrnJ38UmNzcXmZmZpnBCCA4fPnzJr385yc/Px+bNm4Wwr776ComJicUq7+uvv0bz5s1NO0fbcfbsWfzzzz+28T/99BN27NhRrHu53Gzbts3vLuSKy4sSdhSXhEWLFmHHjh1o0KBBkfMOGDAAb731FgDg5MmTaNSoUVAd3OOPP47WrVujsLAQgD6g0h1sAWDw4MH4888/AQBJSUk4efKkqYxrrrkGjRs3RvPmzW3/a9Wqhfnz51vew+HDh3H77bcH/H/yyScDfp/du3fjwQcfZMuXi8vevXtRoUIF0waBdgwaNEjwdaEkJibihhtuwL59+4IqhxCC3r17Y+nSpUK41+tFw4YN8fHHH/vNv3z5cjRs2BC//PILC/vf//7HlljPnTuX7XZ87tw54bemjBo1CnFxcX5/z2uvvZYdtWDFli1bcNVVV5kG/H379qFu3bpYtmyZ/4oIIRYtWoTbbrsN3333HQt76qmnsHLlSvb5/PnzSElJEfKlpKQgJyeHPXuUgwcP4syZM6b9hbxeL3Jyckx7J33wwQeoX7++IORu2rSJreqjZ7ABwIkTJ5CUlGT6Dn369EGDBg38/ub16tXDE088YVsPvXr1Cuo5tltBmJ+fj9tvv9125ZvX68Uff/yBiRMnXhaBXQG1Gktx4RQUFJDz58+zz+fPnydxcXHk2WeftUybk5NjOrGZ58477yQvv/wyIYSQM2fOEADCahkrtm3bRgCQpUuXkvPnz5OcnByyYsUKEh4eTpKSkgghhFSuXJmsX7+eEEJI27Ztyd13320qp3z58mTTpk1+r9WsWTMyd+5cy7gDBw4QAGTPnj3k+PHjlv+jRo0it99+u99r/Prrr6RatWoEAHG73Zb/n376qd8yKPv37ycAyEsvvRRU+u7du5MHH3zQFJ6QkEAAkL179wZVDiGEjB8/nkRERJBt27axsJ9++om4XC72u1jh9XpJs2bNSJcuXUhhYSHJyckhZ8+eJTVq1CDjxo0jhBAycuRItjpq9uzZJCIiguzbt08oZ/jw4eTRRx/1e4/vvPMOad++vW38+++/T6655hrTaqYPPviAREZGkqysLNu8S5cuJddeey1xu90kJiaGvP3220L8gQMHyD333EPKlStHIiIiSLdu3diKssLCQtK3b19So0YNoU3OmDHD7/cpLunp6aRGjRrkgQceEMJr165Npk2bRgjRV6rdddddpH79+uw+CSFstZymaSQ8PJxERESQiIgI4nK5iMvlYp/pf1hYGAEgrI7Lyckh1apVI8OHDycFBQXk7Nmz5Pjx46RcuXJkzpw5hBBCevbsyVbYvfjii6Rq1aokLS1NuN8uXbqQCRMm+P2uzzzzjLCyTiY2NpbMnTvX9hlevnw50TTNNv/atWuJx+MhJ0+eJMuWLSOjRo0ijz32GLnvvvtIs2bNSPny5Ynb7bbtJxUXH7XPjuKC2bRpE+644w5T+PTp0zF9+nTLPAMHDrQ9ZkDTNLbbrfxqhdfrxciRIwHoszpAPxdq8+bNuP322/HEE09g48aNbP+R7777Dlu3bsXOnTtNZblcLgwcONDv6qKDBw/aruihK2puvvlm23vOyclB27ZtLePy8vIwbdo0/Pvf/8b06dPRqVMnYefcjIwMtGvXDi1atMDDDz9se4889D7OnDmD3bt3m+K9Xi/Cw8PZ+VZut9vy+9GN7viNBPPy8vDKK69g/Pjxliu8XnvtNWzfvh1//vknWrRoAUA/hqJ3795o3Lix7T3/5z//QWJiIhITE9m9/PXXX3j77bcxaNAgDBgwgP2eZ8+exRtvvIGRI0cKx2QA+u/5xRdfmEwzPGlpaWjSpIkpPCMjA1lZWUhISED79u2ZNqNy5cooX748PvvsM1x33XUmU22vXr1Qrlw5/PTTT+jXrx969+6NsWPH4ptvvsGoUaNw7bXXomvXrsjNzUWXLl1QWFiIN998E5mZmZgwYQIef/xxfPHFF9i6dSt27NiBZ555Bv/+97+xatUqnDp1yqRVuRh4vV4MGjQIx48fN2kdNU1j7XLixIlo2rQp/vOf/yA6OpqlOX36NMqXL892zKZ07NgRDRo0wMyZM03XJL5dpikTJ07EiRMnMHPmTJb+/PnzGD9+PP71r3+hW7du7Dc/duwY3n//fbz11lsmrZHL5cK7777r9xiTkydPomfPnrbxHo8HTz/9tGlzRwpdGWjHvHnzcNddd6Fq1apYv349tm7digcffBC33HIL1q5di5iYGKxevVodyHoZUTWtuGDi4+Oxb98+hIeHIzMzE23btkWfPn3w8ssvW6bPzc21PWcoGH7//XecPn2anWL96quvYvv27fj9999RvXp1FBQUsI5o8uTJJjNQfn4+Xn75ZVx//fWmsvPz8/Hggw/6Nb+9/PLLtuprqsbft2+f7dEAr776KjZs2GAKP3/+PO644w6cOnUK69evR4UKFdCwYUMsW7YMXbp0QWpqKnr27Inq1atj1qxZtvdnBz+IyNx1111Yu3YtAHvBUg7fuXMnHn74Yfzxxx+oV68e/u///k+Ij4iIACEELpcLa9euNcWXKVMGeXl5+OOPPwRhIzExEc8++yz+/e9/Y8iQIfB6vcjPz8c111yDevXqYc+ePcKREqmpqbj99tvxwgsvmO45Pz8fzZo1w5AhQ2zrZc2aNThy5Igp/M033xSWbC9cuBAAMHv2bLRv3x6//PILmjVrxgT6/Px8/PHHH7jrrrtQrlw5jB8/HsOGDcOMGTMAAA899BDq1auHZcuWoWvXrvjss8+QmZmJnTt3onLlygB0c9ybb76J/Px8HDhwAC1btkTPnj0xd+5cAMDHH3/Mzv66WBQWFmLYsGGsTfK/8+nTp5Gbm4tx48YhPj4eS5YsQYcOHUxl8IIPT3JyMrp162YZp2kaE2TXrFmDSZMmYf78+ejQoQMKCwuRn58Pj8eDZ555Bnl5ecKy/9TUVPTu3duyLvLz89GuXTvcd999tt950aJFfjexLCwsxPz5820Pr/3pp59w5513WsadPn0aX3zxBTMFh4WFoXnz5nj22WcB6JMOJehcflRtKy6Y8uXLsxn1c889h4iICEyZMgVRUVGYOXMm6tSp49cngvrR0I5PtuNTCgsLMXPmTPzrX/9C/fr1sW3bNrhcLmzfvh2TJk1CvXr1AOjaBqplyM7ORlRUFJYvX478/Hxs2LABjRs3xvXXX4/9+/cjLi6OnV9UpkwZfPrppwGPSZgyZQpuuukmFBQUMK0If48NGzZEmzZt/JbRvHlzU1hYWBgWLVqEqlWrso79vffeQ+/evTFx4kRMmTIFt912Gz799FPbGac/XnnlFbz66qum8MLCQpMjZXZ2Ng4ePAhCCPLz84VZbEpKCt566y3Mnj0bnTt3xoIFC3DDDTeYyo2IiMA333yD22+/3fJ+6OGW8nfZuXMnWrVqhaFDhyI8PBznz59H2bJlERYWhiNHjqBJkyb46aefsHfvXqZ5ue+++7Bt2zY2AOXk5KBMmTJ45JFHsH//fr/10q1bN1SpUgWEEOTm5jKtXkREBNq3b4+ffvqJpa1Tpw4iIiLw9ttvo1WrVti6dSuL27dvH+rXr88E+VmzZrHTxgG9fUdFRbFBtnv37rj99tuZoAMAVapUYbtLe71euFwuuFwu9hsdPXrUpL26UB5++GEsX74cn3/+ORvcf/75Z7z33nv49ttvkZ+fj5EjR/rdeXn48OGYPXu2SSNYWFiIUaNGYfTo0UK41+tFzZo1mW9OQkIC+vbti/vuuw9utxv5+flsl+vDhw+jSZMmWLVqFVJSUuByudCkSRPcc889SEhIQOvWrQEYv/nzzz+PEydO+P3OjzzyCGrXrs0EaXnyVbNmTbzwwguWAjTl2muvRX5+vqn9Tp061a8Tf7ly5Wz7OMWlQwk7iovGzz//jHfffReLFi1iWo333nsPd999t19hp0+fPjh06BCb6Zw9e9Z0BtGqVavQr18/ZGVl4d1338UjjzzCzCnffPMN4uPjha35586di8GDB2PKlCnYt28frr/+enTs2BF//PEH/vjjD6xatQrvvfce4uLisG7dOnTr1g1lypRBZGRkUBvkZWRkIDMzEy+88AJeeuklnD9/Hl6vF3FxcZamIivOnz+P/Px8YcbKn8VECEGDBg1QuXJlTJo0Cf3790eTJk2KJej4w8ps9dVXX+G7776D1+vF+fPn0bBhQ3zxxRcAgDvuuANdunTBL7/8gvj4eNtyA52bZZfuoYceQnp6OmJiYlgYFTr+97//YdCgQbjnnnsQHh6OKlWqYMmSJdi1axeqVKnChJ1GjRohLS0N5cuXR6VKlfyaHABd25ieno5q1aphz549rF6s2LlzJz755BOmCaNQgZEOnLKZLiUlBX/88QfTRlStWtV0TtWqVavQokULlC1bFtWrV8fff/+N3bt3o3r16vjiiy/wwAMP+P0exeHZZ59F79692dlpAFCrVi1ER0cjISEB9957ryC0Abrz/PLlyzFs2DBER0cjIiICjRs3ZgsJPv/8c7Rs2ZKZRk+ePIlt27ax4z3Gjx8vmP9efPFFjBo1ShD8Bg0ahHnz5mHlypWYPHky2rdvj5o1a8Lr9WLJkiVISEjAbbfdhtatWyMvLw+VK1dGeHg4KlasiIoVKwY8+DUnJwfp6elo3bo1fvjhBxBCcO7cOZQpU8av2ZOnsLAQZ8+eRdmyZeFyuXD8+HG8//77pt81JyeHHalCz0g7evQom0yUK1cONWrUCOqaiuKhhB3FRWHjxo24//770a1bN/Tt25eFly1bVlDX0vOQ3G43GxSoZodipSafM2cORo8ejcGDB5sGe03T8Msvv2DixIlISkrCZ599xgaqsLAw9OnTx6TRqFOnDiunY8eOyM3NRXZ2tl87P8+NN97IZpSAbuKgphKXy8U6Wq/XK/gg8RQWFqJmzZqsEzx79iz+/PNP/Pnnn/jll1+watUqeL1ePPXUU7jzzjtx//334++//8aAAQPYoZhWZGdnC5/pLJKeEs6jaZrlrsAPPfQQ5s2bxz4XFBQwIW7Dhg24+eabba9Pyc/Px5kzZ2yXEqempgKA5fLcJ554Al26dEG9evWQlpbGfEHCwsJQtWpVJnhRXn31VWzatIl9pkvCv/3226B8XMqVKxe0D9QNN9yAb7/9Funp6Xjuuecwbdo0AGAaG9lvhfLKK6+gcuXKGDRokGX85s2bsWbNGixatAiA7neWlZWF7t2749NPP8X69esxe/bsoO6xKMTHxyM+Pp6d+k4IQe3atfHhhx8C0P1Xfv75Z/To0QMejwderxdz587FlClT0LdvX0RHR5smCBs2bMCECROwdetWlC9fnq2i2rx5M/NBk+tp8uTJ6Nq1K3r37o1jx44xf56wsDA0btzY9JsPHjyYPecRERFsld6iRYsstwqQqVatmuC3c+jQIdStWxeA/lxQAZkQwsyxMtRs/ddff6F+/foYOnQoWrZsKQhtgL6y8L///S/Lk52djSZNmrADYh9++OFL8tsqDNTSc8VFYfny5Th16hS+/vprNrhrmobExES8++677LPH40GFChWYH0OwfPnll3j88ccttRoZGRlISUlBZmYmzp07h+PHj7Pl0S6XC0uXLsUDDzwg/KemppoEkOzsbAwbNgynT59GmTJlUKZMGSQkJODNN99kn8uUKYPp06dj1apVQt6HHnoI58+fx6BBg/Daa68x01ifPn3w7rvvIiMjA+fOnWPh1FTx999/szK8Xi8GDBiAiRMnomzZsliwYAGOHDmCZs2aoUuXLjh27Bh++OEHREdHC/ezYsUK4V6qVKnCZrcVK1ZkGoZJkyYJ4RUrVrQ0p1nBC6zBzkDz8/Nx//33o0aNGpb/1GHZynfiwIEDTEg6fvw4jh49ivT0dLhcLqSmppp+z6VLl1oKlDNnzsSKFSuE+rL6je38yzZs2CC050OHDsHtduOee+5B2bJl8e6772Lv3r0AdKEtLCzMclBcu3Yt/vOf/+Df//636cR1QPfVefTRR9G2bVs2WShbtix+//13HDlyBA0aNECbNm0wYsQIVKlSBYsXLw7qNygKVOiUT08fMGAAVqxYgbp166JWrVqIjY3FtGnT8NRTTzHNDS/spKamYuLEiUyLs2/fPsycORNz5szBVVddxfZY4n+v8+fP49ChQ0hNTYXX68Xx48dx+PBhnD17Fi6XC3/++afpN//pp58sf/PXX38dP//8M/t96XOtaRoLW716Nd59910hX2xsLPLy8jB37lzceeed7DmdOXMmevXqhezsbJw9e1Z4hr1eL86dO8dM6L1798Z7771nuieqrUxPT8cff/wBQNf0ZWRkIDc3Vwk6lwGl2VFcFF577TWMHDkSlStXFmZst9xyC9q2bcv2zfF6vcjLy7Od/RaHr7/+Gk899RQKCwtRWFiIpk2b4ty5c8xu3qJFCzz44INCHl4LQKGC1KxZs9j7rKwsZGRk4I033mDpUlJSTM6FvMlj0qRJzGk1KysLt956K5o2bYqjR4+ygS4tLQ3z58/HwIEDWb6KFSti586dTGvzzz//4OGHH8bSpUsxbtw4vPzyy8JA+sADD2Dv3r0mB9AyZcrgoYcesvTP4Rk+fPgl3WRRHjTnz5+Prl27Cs6sOTk5llqqG264gQ2gbdq0QW5uLj744ANUq1YNFSpUMDmmfvbZZ5YapPDwcGzatAl//fWXEC7/xlYCCL02v48Or9Hq1KkTGjZsiKlTp2L27Nm27To1NRVDhgzBPffcg8cff9zyOs8++yyOHz+O//73v8JvHB4ejquvvhpvvvkmnnrqKTz//POYPn06XnnlFfTv39+yrOJSpkwZTJgwgQ3c69atw7333ov09HS8/vrrQZfTokUL/PPPP3C73Zg+fToKCwsRHh6Obt26oaCgwKShAfTVVTfccAPCwsKQnZ3NnmE6qahRo4bpN7c6nR7Q62z16tVs3yUqXE2ZMkVYmUiFbYqmaaxNbNy4kZlRc3Nz0blzZwwfPhxz585l7Tc7OxsPPfQQ5syZw8p46KGHAtZP7dq1ERERgT179pjuQXHpUMKO4qIQFRWFqKgoLFmyBHFxcWjVqhUAY8VFmTJlkJSUhH/++cfSTHUhDBo0CIMGDcKrr76KpKQkU2dav359dO7cWQiz8suhg/PQoUNRs2ZNALpp4ccffxQ25Js8ebLfHYDHjh3L0vfr1w+Avntz37598ffffyMtLQ116tRB165dTXnLlSuHxMREzJgxA4sXL0aLFi2wYcMGvPPOO/jtt9+Y6WzBggX49ttv8fPPP5tmt5qmoUKFCiY/C5myZcsGfShmIIdPmdatW+ONN97A6dOnMW7cOOzbtw+bN2/GRx99hHXr1qFMmTLwer24+eabcf/995s0K3l5eTh48CDq1q2LlJQU5nD+3XffoWzZsqbfc8uWLZbCTl5eHtq0aSOYVocMGWL6jWX/G0pERITJyZjnsccew4QJE/D+++/j3LlzJsGtsLAQAwYMAKAvR7bSRMyfPx+zZ8/G4sWLmaDBc+zYMURHR+PkyZNo2LAh+vXrh0cffdTyfotDcnIy07rS9vr333/jxIkTyMvLw5EjR0z3TVdLyY7pOTk5SExMRGRkJBN2ZsyYwTSYxHega0JCgpAvNjYW586dw08//YQHHngAp06dEu4vOjra9JsvWbLE8vvk5eWhc+fOuOuuuwAAp06dwpgxY/Cvf/2LCaNff/21312d27Vrx9rERx99hLVr1+Kjjz7C119/je3bt6NWrVq46aab0Lt3b9sy7HC5XGjWrBl+++03JexcRpSwo7hoJCUl4fHHH8cNN9yATZs2mdT5kydPxrJly7Bo0SLcf//9lmWkpqYGvbW8HefPnxdWZL3xxhuYPHmykEbWOgBApUqV2CyNCjNerxeEEEG4GT16NJo1a2Z7fX6Pj2PHjuHWW29Fy5YtER0djVWrVmHXrl3o1asXIiMjLfPn5ORg//79WL58OTp16gRAdxju1KkT1q1bh3379uHxxx/HzJkzcdNNNwVbLcXi6NGjePXVV/Hdd9/ZCgQnTpzAVVddxQbEw4cP43//+x/q16+PM2fOML+G9957Dy1atMCHH36IkSNHwuVy4YMPPsDdd98Nj8eDF1980fY+0tLSmB/EoUOHTKtnCgoKLFd9PfPMMzh27JhJOC0sLGRhbdq0sdwnKhgefvhhdO/eHRERETh79iwqVaokxD/55JPYuHEjNmzYYHJaBXQz2f/93//h6aefZoKGzJw5c/DYY4+x1XEyZ8+exfvvvw9ANznVrl27SN+hW7duOHz4sMlRnPrM3HjjjaY8+fn5cLvdOHfunBA+f/58DBs2zJSeF5ZuueUW2xV6PPxvvnHjRtNvfv78ecstBSZMmIDMzEz2+/I7qlNhtWvXrsL2BTK//vorGjVqBEA/8f7WW29FWFgYHn30UcyYMQN9+vRBenp6kSZu586dw4gRIzBnzhy0b98e//3vfzF06NCg8ysuDCXsKC4KBw8exL333ouGDRti5cqVln4L//nPf5CVlYW+ffti3rx5ePDBB7Fv3z5s3LgRW7duxebNm5GcnAyPx2PSesidfP/+/TFkyBDTqq309HR0794dN910E1O9jx8/3mTSsRoQJk2ahIULFwqmiIyMDKSnpwvLbs+fP4+rrrrK8ngCQHec7Nu3L44ePYqJEydizpw5qF27Nj744AP07t0bOTk5whEIMjfffDN+/PFHIeytt95Ceno6brvtNhBCMHv2bL8q85ycHL9nDAGwXR6bm5uLs2fP4sknn8R//vMfXHPNNZg0aZLtkvwxY8Zg+/bt2LlzJzRNw/Lly9GsWTPUrVtX2BSwTJkyWLt2LfP5+eKLL9CyZUu2yWCLFi1Ms3dA97v55JNPmCN7bGwsDh48KKR5+eWXTXW6c+dOPPHEEyhTpoypPc6bN4+ZLLxeL3JzcxEXF2dyvM7Ly2MO5ABMxyHExMQwc8eZM2cEYWfhwoWYPXs2hg8fDo/Hw7QZERERuOGGG3DmzBn06dMH11xzDfr37y9oOxo2bIiKFSsiNzcXZ86cQc2aNUEIwZ49e7Bw4UJh1V5WVhbGjh0LQBfciirsyCY+yqZNm9CuXTuTUzuFbw/0/eDBgzFw4EB4PB5omoYZM2bgww8/ZL+d1+tFQUEBpkyZYns/Xq8X48aNw6ZNm7Bx40YAuqaF3wIAgKVD+cqVKzFmzBiUKVOGCVjUF+m9995jYXShRIsWLSw1oC1atMAHH3yAo0eP4vPPP8ePP/6IN954A+PGjUOrVq3w5Zdf4tVXXw24yo+SlZWFe+65B2fOnEFWVhZ69eqF2267DQcOHEDdunXx2Wef4YEHHrig/ccU/lHCjuKC2bNnDzp27Ijo6GisWbOGLTsvKChAamoq6xDCw8OxbNkydOvWDYMGDUKNGjXg8XgwfPhw9OjRAy+//DLuuusu9OrVi80qy5cvD03TsHDhQgwfPhyapuH333/HkiVLTL4qu3fvxo8//ojevXvjmWeeAWAenAoKCnD06FFkZGSYOiq6H0hkZCTrFOfNm4cZM2YIAxHtKHnS0tLQvn17/PPPP6hXrx6ys7Nxww03gBDC9g/5+uuvER4ejiZNmuDxxx/H448/jjvvvNNyxg/oA8iff/6JTZs24YsvvsCGDRvQtWtXvP3225bmDv7+5syZI/gS2NGyZUvhc35+Pn7++Wekp6ejfv36mDVrFh588EG43W5mivjqq6+Y82laWhq+/fZb3H333dA0jQlidCAKDw9Heno6MjIyEBkZiauvvprlGzFiBAYNGoTJkyezMnjo6q+PPvoIn376KcLCwky/Jy1r//79pt+zYcOG+O233xAdHS1oLTRNwzfffMM2MqT768iajcLCQmzZskXYwZqGW/HHH38Iq3DomWDyZo5UWNuwYQNOnjyJkydPmoSs9evX4/bbb8eaNWuYGYwKRc8995zt5pAXE/oM0v1+ZHhtDX0eqAMwxe12w+v1mgZxfudknt27dyMtLQ0rV67EggULAJjrmxCCU6dOMcdtnjvuuAMJCQmIjo5mQjY1h27bto1pe6mAK9/X/fffj82bN+Oqq67ClClT0LRpUxBC0KRJE7zwwgvYvXs3ypYty3y10tLScO+995qeR6oRBnRt9dKlS3HXXXehe/fuKCgoQJs2bXDzzTfj2WefxeLFizFkyBDUrFmz2BpGRRBcnlMpFKWZ77//nrRs2ZKcPHmShT3yyCOkfPnyBAD5/PPPhfTZ2dnk5ZdfJvn5+YQQ/UwentatW5MxY8awz6NHjyZly5Zl5+94PB7Su3dv01lFo0ePJm+99ZYQ1rlzZ3aWDiH6uUwASP369cn+/ftZ+LXXXktq1qxJGjZsKPzXrl2bxMTEmMLj4uJI5cqVyTfffMPKOHLkCCksLBSu36FDBzJ58mTyzDPPkJ49e5KUlBRCCCGbN28mDz30EJk8eTJLm5eXRwYPHkzuuece0qRJE1Z/DRs2JC+++CL566+/7H8EDrfbTZ544gmSlpbm979Xr14kLi7OlP+NN94g06dPF847I0Q/q+m+++4jHo+H/Rb0/vbs2cPSbdmyhRw/fpwQQsjevXtJTEwM0TTNdDZSixYtyIkTJ2y/x5YtW0jnzp3JmTNnWNiSJUtIbGws+5yfn0+uvfZaUqFCBfLhhx+y8FdffZXExMSQBg0amH67yMhIUq9ePSHs2muvJdWrVyd9+vRhZYwdO9Z0ZlZsbCyZNWsW+7x582YyePBg0rFjR+J2u9kZTpebwsJCUrlyZbJr166LVuaaNWsIAJKTkxMw7ciRI0mzZs1M4bNmzSK33nor+/zPP/+QOnXqkLCwMNKxY0dT+q+//pr069dPODtv8uTJwu+QlpZGKleuTKKjo8mKFStY+COPPEKqVatGrr32WuG3rV+/PomMjDSFN2jQgFStWlXoa/755x+Sm5sr3NMbb7xBOnfuTJYvX05uvPFGsnXrVkKIfubc6NGjyYMPPsj6MkrHjh3JU089RQjR+6A+ffqQ7Oxs0q5dO3LLLbeQc+fOkT///JNUqFCB1K1bl1SpUsVUhuLiohESYLtYhSII5NlfQkIC1q5di7vvvtukPShpUlJSmHPq5YIQEnCTM0A/iiAhIQF169bF9ddfj9atW6N69eqX4Q5DlxMnTqBKlSoXffv97du349SpU4LGKSEhATVr1mSmuKysLPTo0QNNmjRBr169hI35LievvfYaNm3aZOtXdakZNmwYfv31V7apoD/uuOMOeDweTJgwIeBO43YcP34c1apVC9qMdLEI9jm+/fbb0bBhQ8yaNQsZGRmoUKEC3G43UlNT0b9/f3z66aeoWbMmtmzZgvfeew99+/ZF9+7dL8M3uHJRwo5CoVCEOF9++SU6dOhgcpB2IsEKDArFxUQJOwqFQqFQKEo1agdlhUKhUCgUpZoSF3Y6d+7MzuBJSkpCfHw8KleujDFjxghLG4sbp1AoFAqF4sqmRIWdhQsX4vvvvweg72dx3333oWXLlkhISMCuXbuYEFTcOIVCoVAoFIoS89k5c+YMrr/+ekRFReGFF15AVFQUHnnkERw9epRtmT98+HBs3rwZX3/9dbHi7MjLyxN20PV6vThz5gyqVKmiHOcUCoVCoQgRCCHIysrC1Vdf7Xd1XoltKjhq1Cj07NmTbTeemJiINm3asLNlmjZtil27dl1QnB2TJk3Ca6+9dkm+l0KhUCgUisvLkSNH/J4HWCLCzvr16/Hjjz8iKSkJTz/9NAAgMzMTdevWZWnoAZJpaWnFjuN3M+UZO3YsnnvuOfY5IyMDtWvXxpEjR0Ji6aZCoVAoFApddqhVqxYqVqzoN91lF3Zyc3MxdOhQfPjhh4Jg4fF4hDOJAH3r8ZycnGLH2Qk7ERERpjyAfhCkEnYUCoVCoQgtArmgXHYH5QkTJiA+Ph5dunQRwqOjo5GamiqEZWVlITw8vNhxCoVCoVAoFJdds7No0SKkpqaywyJzcnKwdOlS1KlTh51OC+iHt+Xl5SE6Ohrx8fH4+OOPixynUCgUCoVCcdk1O5s2bUJSUhJ27NiBHTt2oFu3bnj99dexceNGZGRkYP78+QCAyZMno0OHDnC73WjXrl2x4hQKhUKhUCguu2ZH9pauUKECYmJiEBMTg9mzZ2PAgAEYM2YMCgsLsWHDBv0mPZ5ixSkUCoVCoVA47myslJQUJCQkoG3btqhatepFiQtEZmYmIiMjkZGRoRyUFQqFQqEIEYIdvx0n7JQESthRKBQKhSL0CHb8LvGzsRQKhUKhUCguJUrYUSgUCoVCUapRwo5CoVAoFIpSjRJ2FAqFQqFQlGqUsKNQKBQKhaJUo4QdhUKhUCgUpRol7CgUCoVCoSjVKGFHoVAoFApFqUYJOwqFQqFQKEo1SthRKBQKhUJRqlHCjkKhUCgUilKNEnYUCoVCoVCUapSwo1AoFAqFolSjhB2FQqFQKBSlGiXsKBQKhUKhKNUoYUehUCgUCkWpRgk7CoVCoVAoSjVK2FEoFAqFQlGqUcKOQqFQKBSKUo0SdhQKhUKhUJRqlLCjUCgUCoWiVKOEHYVCoVAoFKUaJewoFAqFQqEo1ShhR6FQKBQKRalGCTsKxRXI6dOn8csvv+DUqVMlfSsKhUJxyVHCjkJxhbFkyRLUr18fw4cPR+3atbFkyRIAwIgRI6BpGvuvX78+y7NixQrExcXB4/GgdevWSE5Otiy7c+fOmDdvXlD3sWHDBlx33XWIiYnBtGnTgo5TKBSKoqKEHYXiCiI9PR0jRozApk2bsH37dsyaNQvPP/88AGDbtm1YuXIl0tLSkJaWhu3btwMA9u3bhyFDhmDy5MlISUlBbGwsHnvsMVPZCxcuxPfffx/UfaSmpqJbt27o378/fv31VyxcuBDr168PGKdQKBTFQQk7CsUVRFZWFqZPn44mTZoAAJo1a4a0tDQUFBQgKSkJ7dq1Q1RUFKKiolCxYkUAQHJyMiZOnIg+ffqgWrVqGDZsGBISEoRyz5w5g1GjRqFhw4ZB3cfChQtRo0YNvPTSS2jQoAFefvllfPLJJwHjFAqFojgoYUehuIKoVasWBg4cCAA4f/48pk6dil69emHnzp0ghKB58+YoW7YsOnfujMOHDwMAunbtiieeeIKVsWfPHsHEBQCjRo1Cz5490aZNm6DuIzExEXfeeSc0TQMAtGrVCr///nvAOIVCoSgOSthRKK5AEhMTUa1aNaxZswbTp09HcnIyGjdujMWLF2PXrl0ICwvD0KFDTfny8/MxdepUPPnkkyxs/fr1+PHHH/Hmm28Gff3MzEzUrVuXfa5UqRJSUlICxikUCkVx8JT0DSgUistP06ZN8eOPP2L06NEYMmQIvvrqK6bxAYAZM2YgLi4OmZmZqFSpEgsfP348KlSogMcffxwAkJubi6FDh+LDDz8U0gXC4/EgIiKCfS5TpgxycnICxikUCkVxUMKOQnEFomkabrzxRsybNw+xsbFIS0tD5cqVWXxUVBS8Xi+OHz/OhJgffvgBH330EbZs2YKwsDAAwIQJExAfH48uXboU6frR0dFITU1ln7OyshAeHh4wTqFQKIqDMmMpFFcQ69atw5gxY9hnj0ef77z++utYunQpC//tt9/gcrlQq1YtAMD+/fsxcOBAfPjhh7j++utZukWLFmHFihXMqXnRokV48sknBTOXFfHx8diyZQv7vGPHDtSsWTNgnEKhUBSHEtXsnD59Gnv27MG1116LmJiYkrwVheKKoFGjRujRowcaNGiAe+65B+PHj0fHjh1x4403Yty4cahevToKCgowYsQIDB48GOXKlcO5c+fQtWtX9OjRA927d0d2djYAoHz58ti0aRMKCgpY+aNHj0abNm0wePBgALr/TdmyZZkmiNKtWzcMHz4c69evx2233YapU6eiU6dOAeMUCoWiWJASYvHixSQqKoo0b96clC1blixevJgQQshTTz1FALD/evXqsTx//PEHuemmm0hUVBQZPXo08Xq9QcUFIiMjgwAgGRkZF+8LKhQOZfXq1eS6664jFStWJA888AA5efIkIYSQF154gURFRZFatWqRp59+mmRnZxNCCPnqq6+EZ5L+HzhwwFT2oEGDyNy5c9nn2NhY8tVXX1nex8yZM0lYWBiJiYkhsbGx5J9//gkqTqFQKCjBjt8aIYRcbgErPT0dDRo0wPr169GkSRMsWLAA48ePx6FDh9C2bVuMHz8ebdu2BQC43W5UrFgReXl5aNSoETp16oQxY8bg6aefxgMPPIAhQ4b4jQuGzMxMREZGIiMjo0hOlgpFaWDUN7vhW+UNl++NSwM0DXC7NLg0wK1pcLs0eFwa3C7jc5hb/xzm0uBxueDS9DQeTWPv3ZoGt+aC26WX7/bFuaDh2OH9OLRvL1q0ugUVuGdP0zQcObgf4WePon379uq5VCgUlgQ7fpeIsHPkyBFs3LiRrf7YuXMnbr31Vpw5cwbR0dE4duwYKlSoIOT5+uuv8cgjj+Do0aMoV64cEhMTMXz4cGzevNlvXDAoYUdxJVOSwo5+HQ0awO4BgLHHTlzkZa4NhUIRSgQ7fpeIg3JxNjZLTExEmzZtUK5cOQD60tldu3YFjLMiLy8PmZmZwr9CoVAoFIrSSYmuxirKxmbyRmOapsHtdiMtLc1vnBWTJk1CZGQk+6crThQKxcXhsquLFQqFwg8lKuzQjc0aN26MIUOGYODAgdiyZQvi4+NRt25dzJgxA2vWrEFmZqZpozHA2GzMX5wVY8eORUZGBvs/cuTIJfuOCoVCoVAoSpYSXXpelI3NoqOjkZSUJOSnm435i7MiIiLCJBwpFArASwjz25EhRI93wzreHwQEKEI+Qgjz21EoFIoLpUQ0O8XZ2EzeaOzgwYPIy8tDdHS03ziFQqFQKBRXNiUi7DRq1AizZs3C7NmzceTIEbzwwgvCxmYbN27EunXrhI3N2rVrh4yMDMyfPx8AMHnyZHTo0AFut9tvnEKhCIzdmsyirNUsysLOy78GVKFQXMmUiBnr6quvxrJlyzBy5EiMHj0anTp1woIFC1C1alUkJyeje/fuqFixInr27ImJEyfqN+rxYPbs2RgwYADGjBmDwsJCbNiwIWCcQqG4uHgJ4FYWJoVCEUKUyD47F0JKSgoSEhLQtm1bVK1aNeg4f6h9dhRXMqO+2Q0Awl47dJ8dl2bsq8PeuzSEucz77Oh777i4vXWMfXbonjt0nx0NNNx6nx1K63pRl60eFApF6BHs+B1yp57XrFnT9lBAf3EKhaL4kKL5FysUCoWjUKeeKxSKSwavN6bvhbDLezsKheIKRQk7CoWiyHjpq4UV3J9lPLSM5gqForSghB2FQuEIlCCkUCguFUrYUSgUAC5M2PBa5A22uBBbI6FQKEIQJewoFAq/WAkyFxsl7igUikuJEnYUCoWJiyngXA5hSaFQKPyhhB2FQiFAnY4DWZeszE9FMUl5lT5HoVBcJpSwo1Bc4XgDJ1EoFIqQRgk7CoXigrBS5lgtSVcoFIqSQgk7CoWCaXf8ySheQortf6NkH4VCUZIoYUehUNhivWmgTdoilEts/HWUUKRQKC4FSthRKBQBKa4zMS/UWO7Fo4QbhUJxGVDCjkKhKDLEz4otfwIMAbEVnJTco1AoLhVK2FEoFAAubFXWhWholJCjUCguNUrYUSgUJnhfneIKMkz7E4Q4Qy7C9RQKhcIOJewoFAoBKmwEWnl1Iedh8ddRKBSKS40SdhSKK5wLPYhTHQehUCicjhJ2FAoFE3hkvx1eDiIkgPMxb4qS46QQu3JIgHiFQqEoDkrYUSgUAeG1N5drd2Ql8CgUiouFEnYUCkWR8frx6/FapAN07Y6sHVKHgSoUisuBEnYUCgWAC/PduRChhV72Qn2HFAqFwg4l7CgUCgEvJO1LMYWQQP43vB8PEcIVCoXi4qKEHYXiCsduNVUgIcdrkU5pZxQKhRNRwo5CoWD4E1a8IEFreeRyiro8XYlMCoXiYqKEHYVC4Ue7o7+KZq3gyxDMU7Qs7nwsWXbyt3xdoVAoiosSdhQKRZHx51TsVzukJBiFQlECKGFHoVAAkPbS4cKDsVxZpQnW5OWlS9KDSq1QKBRFRwk7CoVCgB3gGUD6sNLgWJ2cbncQqO0qLeXkrFAoLjJK2FEornC8Qfjj0DgrOSSYsGBOPhfzK4FHoVBcPJSwo1AoAi4/F5eXW6e1Fnp4h2NDY8Q7KwvpbfIqFArFhaCEHYVCUWQMIcgc509E8afhUbKNQqG4VChhR6FQAJDOseIkj2BWUBlL1M1Lx221Rpymx2uzm7JCoVBcDJSwo1AoBNghn0GmUygUCqdTosLO6dOn8csvv+DUqVMleRsKxRUNIYRpZGQBhhDxvdUuyoZwxGmDTNeQPgdYoaXkKIVCcTEpMWFnyZIlqF+/PoYPH47atWtjyZIlAICkpCTEx8ejcuXKGDNmjKAWL26cQqG4MIr7OPHZLP17/JSrnmCFQnGxKBFhJz09HSNGjMCmTZuwfft2zJo1C88//zzy8vJw3333oWXLlkhISMCuXbswb948ACh2nEKhCA67CYLV5oCyqcvqMFDr3ZUttEe+TQW9SrxRKBSXiBIRdrKysjB9+nQ0adIEANCsWTOkpaVh1apVyMjIwLRp01CvXj1MnDgRn3zyCQAUO06hUPhHlkm8hO6p41/4sDoyoiirs4qyhF2hUCguhBIRdmrVqoWBAwcCAM6fP4+pU6eiV69eSExMRJs2bVCuXDkAQNOmTbFr1y4AKHacFXl5ecjMzBT+FYorGX9nXVG8hATtlCyXU/RNBYuUXOEgVqxYgbi4OHg8HrRu3RrJyckAgAULFqB27dqoUKECOnTogIMHD7I8c+fORZMmTRAVFYX+/ftb+nG+8MILuO+++4K+jw0bNuC6665DTEwMpk2bFnSconRSog7KiYmJqFatGtasWYPp06cjMzMTdevWZfGapsHtdiMtLa3YcVZMmjQJkZGR7L9WrVqX7ksqFCGMYaYywoRNAS02G+SdkwXzFv9n4dQsf1YCT+ixb98+DBkyBJMnT0ZKSgpiY2Px2GOPYd++fRg3bhy+/vpr7Nq1C7GxsRg8eDAAYO3atXj66afxzjvvIDExEZmZmejZs6dQblJSEj744ANMnz49qPtITU1Ft27d0L9/f/z6669YuHAh1q9fHzBOUXopUWGnadOm+PHHH9G4cWMMGTIEHo8HERERQpoyZcogJyen2HFWjB07FhkZGez/yJEjF/eLKRQhyIUIF8EeI2GXlxeAFKFLcnIyJk6ciD59+qBatWoYNmwYEhISsH37drRp0wYtWrRA7dq1MWTIEOzduxcAMH/+fDz22GO4++67ERsbi7feegubN2/G6dOnAegC9dChQ/Hss8+iXr16Qd3HwoULUaNGDbz00kto0KABXn75Zeba4C9OUXopUWFH0zTceOONmDdvHlasWIHo6GikpqYKabKyshAeHl7sOCsiIiJQqVIl4V+huFKRHZCJz1xlbBQYXD67tHamMTvTlnJUDl26du2KJ554gn3es2cP6tevj+uvvx7r1q3D9u3bkZGRgZkzZ+Luu+8GAJw6dQq1a9dmedxuNwDA4/EAAObMmYMdO3agbt26+O6773D+/PmA95GYmIg777wTmqYBAFq1aoXff/89YJyi9FIiws66deswZswY9pk26kaNGmHLli0s/ODBg8jLy0N0dDTi4+OLFadQKILH71Jwm4NAg3FKLuoGhErgCX3y8/MxdepUPPnkk7j++uvxwAMPoEWLFoiKisLWrVsxdepUAEDz5s3xzTffMKF47ty5aNWqFSIjI5GdnY3x48ejQYMGOHr0KKZNm4Z27dohNzfX77Vl14ZKlSohJSUlYJyi9FIiwk6jRo0wa9YszJ49G0eOHMELL7yAjh07okuXLsjIyMD8+fMBAJMnT0aHDh3gdrvRrl27YsUpFIrAWGlpAEMrw8fzGwtanZhudWSEHm6cnG6nNeI/K4EntBk/fjwqVKiAxx9/HFu2bMG3336LrVu3IisrC/3798e9994LQghGjx6N/Px8tGzZEm3btsWbb76Jp556CgDw5Zdf4uzZs1i3bh1eeuklrFmzBunp6ayvt0N2beDdGvzFKUovJSLsXH311Vi2bBmmT5+Oxo0bIycnBwsWLIDH48Hs2bPxxBNPoFq1avjiiy8wefJkACh2nEKhCA4qwBBimLIA+2MjrAQdq12UAy099/r8dfhT0RWhzQ8//ICPPvoIixYtQlhYGD7//HP069cPrVq1QoUKFfDGG29g//79SExMRHR0NH7++WcsXboUTZs2RaNGjTBgwAAAwNGjR9G6dWumpfd4PGjatCkOHDjg9/qyawPv1uAvTlF68ZTUhTt16mS5PLxHjx7466+/kJCQgLZt26Jq1aoXHKdQKOwhBPC5LxQLLwClQ1VQ9u/fj4EDB+LDDz/E9ddfDwAoKCgQVsdmZWXh7NmzKCwsZGFXX301vvzyS8yePZtp5WvVqoVz584J5R86dAh33HGH33uIj4/H4sWL2ecdO3agZs2aAeMUpReNqHMVkJmZicjISGRkZChnZcUVx9BlfwIwBB6XpkHT9AUELg1wuzS4oL+6XfprmEvTX90a9xkIc/veaxrcLhfcGuBxueDSNLg1wK254NLg+6xfx6VpcEFj19dgSF7tGyq/u1Di3LlzaNmyJW699VZh/5pvv/0Wjz76KP7973+jWrVq+Pjjj7Fv3z78/fffCAsLAwC8+eabWLlyJTZu3MjynTlzBnFxcZg8eTK6du2KL7/8Ev/617+we/du1KlTB5mZmShbtiwrg3Lq1CnUqlUL//3vf3HbbbehR48eqFu3Lt5//32/cYrQI9jxu8Q0OwqFwlkURcNDiPxKAJ+Q4iWA26Yc3VQlRtKsF6phUpQ833//PZKTk5GcnIw5c+aw8P379+P555/H9OnTcfz4cTRp0gRffvklE1LS09MxZcoUrF69WigvOjoaq1evxqhRo/Dcc8+hevXqWLJkCerUqQNA375k+vTp6NGjh5AvJiYGb7/9Njp16oTIyEiUL1+eLS/3F6covSjNDpRmR3Fl8/iyJKZNkbU7bpdPu6NpgmbHoxmaHY9bg0eD/urS/8NcGlya/l5/1bU8VKPj0jRo0MvTfFodK+2O0uyEPqO+2S20K/0Vlu3LQ9uYxmsOgTCXxjSEHl/7o+/dmga35oLbJbYvFzQcO7wfh/btRYtWt6AC17drmoYjB/cj/OxRtG/fXvX7IYzS7CgUiqAhINCg+dWueAmBi5gjiUUmL8TVD1ZpgrkfheJCuCY2DrXq1LNsSbXqxKFV3I2X/Z4UJUOJbiqoUCicg9Umf1YrsvgTysXTzsVX+T2/7NwqrVfaRbmo52kprhxUy1AUFSXsKBRXOPKGf7pAwp1fFcQOyl6LtER6lWFLzWUhR41kCoXiIqOEHYVCYWzy52fOzG8GaJVXTCufei7FB5ibK4GndGK3eSVgCNnFoahaQOWqeuWhhB2FQgHAv9BCBC0OMWlyvPC/sSCgCzz01HP+mrxJS516XjpRv6WipFHCjkKhMCH72hSvDLOgZHcNQQBSHhlXDEURgoqijVHClUJGCTsKxRUOIYQ7A8sQPHi/HYBqb+wdkvUjJsxnZgFm84SdAEUstEOKK4viCtcKhT+UsKNQKAIiOB4XczZuaHq4eD9CjVMEnhUrViAuLg4ejwetW7dGcnKyEP/CCy/gvvvuE8Lmzp2LJk2aICoqCv3798epU6dY3IIFC1C7dm1UqFABHTp0wMGDB4O6jw0bNuC6665DTEyMsDtxoLhQoCQ0Mcpv58pCCTsKhQIATNodcXdkOa24VJwXZAztjJGW4rUQdKjfjhMPAt23bx+GDBmCyZMnIyUlBbGxsXjsscdYfFJSEj744ANMnz6dha1duxZPP/003nnnHSQmJiIzMxM9e/Zk5Y0bNw5ff/01du3ahdjYWAwePDjgfaSmpqJbt27o378/fv31VyxcuBDr168PGFfasVrFJwrTCoWOEnYUiiscXkCRBRveLEV8Zi07E5WV9sdu+bmdRocXeJwg9CQnJ2PixIno06cPqlWrhmHDhiEhIQGAXh9Dhw7Fs88+i3r16rE88+fPx2OPPYa7774bsbGxeOutt7B582acPn0a27dvR5s2bdCiRQvUrl0bQ4YMwd69ewPex8KFC1GjRg289NJLaNCgAV5++WV2xIG/uFCFCspWq7P8aWSc0GYUzkQJOxeB4qi5R4wYAU3T2H/9+vVN5VrlC8Tff/+N6Ghxi/1XX31VuBb9/+mnn4pUtqJ0U5SBwhBwzJls/XHYv/WKKycOVF27dsUTTzzBPu/Zs4c9q3PmzMGOHTtQt25dfPfddzh//jwA/RDK2rVrszz0BG+Px4Prr78e69atw/bt25GRkYGZM2fi7rvvDngfiYmJuPPOO6H5dqFu1aoVfv/994BxTuJCft+L4cfjxPaluHwoYecCKY6aGwC2bduGlStXIi0tDWlpadi+fbsQb5fPHwcOHECXLl2QlpYmhL/wwgvsOmlpaUhMTETVqlVx441qq3SFxZ44vqXlgcxK/PJzy00FqUBkc11+bx8r85bTyM/Px9SpU/Hkk08iOzsb48ePR4MGDXD06FFMmzYN7dq1Q25uLpo3b45vvvmGff+5c+eiVatWiIyMxPXXX48HHngALVq0QFRUFLZu3YqpU6cGvHZmZibq1q3LPleqVAkpKSkB40KBYq/2CzYdcWqLUlxOlLBzgRRHzV1QUICkpCS0a9cOUVFRiIqKQsWKFVm8Xb5AdOnSRRC0KGXKlGHXiYqKwowZMzBy5EhERkZewDdXlCasnIflz15iXpHF4xXemwUou3Ktwp04PI0fPx4VKlTA448/ji+//BJnz57FunXr8NJLL2HNmjVIT0/H/PnzMXr0aOTn56Nly5Zo27Yt3nzzTTz11FMAgC1btuDbb7/F1q1bkZWVhf79++Pee+8N6Czr8XgQERHBPpcpUwY5OTkB45zKxVxxpVZvKYJBCTsXSHHU3Dt37gQhBM2bN0fZsmXRuXNnHD58mJVhly8Q3333HXr37u03zbFjx/DVV19hxIgRRf2qilKO3YDr5ZamG2mtX2l6/dW8GSHVGrFyfE7OsnaHxjmFH374AR999BEWLVqEsLAwHD16FK1bt2YmY4/Hg6ZNm+LAgQOIjo7Gzz//jKVLl6Jp06Zo1KgRBgwYAAD4/PPP0a9fP7Rq1QoVKlTAG2+8gf379yMxMdHv9aOjo5Gamso+Z2VlITw8PGCcE/HaCNYy1o7xwbcJp6zmUzgDJexcRIJVcycnJ6Nx48ZYvHgxdu3ahbCwMAwdOhQA/OYLRFxcXMA0H330EQYMGIAKFSpc8PdVlE4IgUkosUtnDgt+gLJ1UnbYGLV//34MHDgQH374Ia6//noAQK1atXDu3Dkh3aFDhxAbG8s+X3311fjyyy8xadIk5rdTUFCAEydOsDRZWVk4e/YsCgsL/d5DfHw8tmzZwj7v2LEDNWvWDBjnBOzMmMHitPagCE2UsHMRCVbNPXDgQGzZsgXx8fGoW7cuZsyYgTVr1iAzM9NvvgulsLAQc+bMETRRCgXvc2M+08qYhfMrsoQ0QS4/51dm8cvO5XuRyyhJzp07h65du6JHjx7o3r07srOzkZ2djXvvvRfJycn46KOPcPToUbz33nvYsWMHOnfuzPK+//77aNSoEXr06MHCbrnlFnz55Zd45513sGjRIvTo0QPVqlVD06ZNAej+N1aa3G7dumHz5s1Yv349CgoKMHXqVHTq1ClgnFOw2obAlCYIAZtPy+OEtqJwNp6SvoHSAlVzb9myJaCaWyYqKgperxfHjx8vUr6isn79esTExOC666674LIUpQ8vAVwaFVo0AATQNLCPUlqNEHgBuKHBS4jvFXD70sjLz+l7jYvXNJ/gQzRAI9B8Zbik65UU33//PZKTk5GcnIw5c+aw8AMHDmD16tUYNWoUnnvuOVSvXh1LlixBnTp1AADp6emYMmUKVq9eLZTXt29f7NmzB9OnT8fx48fRpEkTfPnllwgLCwMANG3aFNOnTxcEJACIiYnB22+/jU6dOiEyMhLly5dny8v9xTkdLyFwa+KPbesQj+Bn5wR6WzKF+9qc4spDCTsXgaKoue+44w4899xzaNOmDfr06QMA+O233+ByuVCrVi2/+S6UpUuXss3NFAoK1chomn9BQzdtaXCbBB9O0NFoGIR08kAlx8s4ReDp0aOHSds16pvdmPFHLoAo3DL2P7gF+r1u1YCE1Xvh0gC3pmHk51vxY5aGn37aB7emwe3SEObWUL3TILxyz2B4XC64NA1/uTQc2HEMLk3De99ugVvTsPrPVLhdgEvT4NY0uDQNTTv0x2f/bY1D+/aiRatbcDA7Agez0wEAN3UeiMWrb0b42aNo3749KlWqdNnr6kLwQm9DRYVw4rNVm1HCjYKihJ0LxErNDQD33nsvRowYgY8++ghdu3bFl19+ydTc5cqVw7hx41C9enUUFBRgxIgRGDx4MMqVK4cuXbrY5gN0NXfZsmXZTLAorF69Gp9++ulF/f6K0gMhhO3VQtEHEOITTnyDCnStDi/g8Bod+p7tsOzLR3yaIA1g19EdkzW4NFG7Q8tRiFwTG4dadepZigW16sShVVzp2E6CEE6raIqDSdPI4mBoG81xttkUVwDKZ+cCoWruOXPmoGLFiuw/KysLq1evxoIFC3Dttddi+vTpTM398MMP44EHHkD37t0xePBgdOzYEe+99x4AfWWFXT5AV3OvXLmyyPe5b98+HDt2DPHx8Rfz6ytKIXa+OTJW8VbOqEV2UL4CV9FcCd/YzlE5GH+bYJ3hLfMWIW1p4vTp0/jll1+Ec9muZDRyJbYCiczMTERGRuJ46umQU/8qFBfKY0v+AGCo+zVNg8v3qmmAy6VBg26Gcbk0eFy6lifMrcHj1s0sHrcGD3sF3G493q1pCHNpPnOMXpbbt4O3WwM06HEu33tAnH13vL7q5a2MIBi7ci+rK5fvjUvT68/t0uuMmq08mga3i/vs1j+HuTSfGQvwuAxTFX3vhstkxtLryve7QDTPUE3ZTXWd1389v9I4DoPOrjXN991839Hlsq4zuY25NV/7chn15dI0eDQXXNCEOqNtS9MMbaLGXR8A4uOcsdfYd998g+fHjMaRI4dxY4sWmDXnEzS67jqMevYZfPThByxdXFw9/JG8W8j70rgXkbxrF7746msWtmzp53h2xFOoHRuLv/buxYez56B3n74B72PTxo145qnhOHUqFaP/9TyefnZkUHElSWZmJmpUrYKMjAy/47cSdmAIO7WeXQpXRLmSvh2FQqFQXCGcTzuOf+aPRHTH4ShTuwnO/DALhdmnUf3Bt/DPgtGIbNsXETV9i0o0lzBG5acexD+fjUGNwe8hrHINAIA3Nxspsx9Htf4TEV61DrKT1iF90wJcM2yu3/sozMlAyqz/Q6VWPVH+unY49c0UVL7jUZSJbeo3rqTx5uXgyPQ+AYUdZcZSKBQKhaKEOH/6CKLaPYzy190Gd/nKqHjjvcj75y8QbyHyTx1CRK0mcJWpoP9zgg4hBGe+n4lKN3Vngg4AePPPofJd/4fwqnUAAOFX1YU3NzvgfZz98ye4K0Qjsm0/hEXXROQt/ZG9c03AuFBBaXagzFiKK5tHluxk713QmIqfmpuoKcvlMzPQ/zCXbjag5oUwty/M997Fp/GZbNw+84Xxr5uvNGbS0q9NDQ6dHGrGAiCYsqgZizfJuHhzjMtsxmJmGwszlguGiYY3ydiZsfT70RxpxvrXd3sAGKY23URq1Jts+uPrx6odeThzqF2duTgTlovVl9lM2qqeM8xYPB/PnoWPPvgAc+bORecOd+Gqq6rh2LEU3HpbO8z44EPU8h0y+5+P5+D5MaPx9vR3UTWmKjp07GhauHL+/HkMG/p/cLlcmP3xf/xed+j/PYqyZcpi+vszAADHjx9H186dsC1xp9+4kiZYM5ZajcVRLtyDcuGqShRXFi7NZQzc1G/GN6iygchC2HFpPkHHNxiFuXkhiBN+mLCjMWFH9tuxE3ac+Dx63LpC3E7YccvCjlQnorDjMvx0NLPgwws77gDCDuDs+gJ4fzCzsOPhhB27OqPtyOPz7XFJdSa/ahp8go9xfb7anFZf+fn5eG/6Oxg5ciQO/v0XGjdujPfffx8xMTF4+umn8eyI4Vi1ahWys7Px+quvoEGDBkj95ziWLl6EqVMmY/369ShTpgwAIDExEXfccQfCw8Oxe/fugN81JzsbTZs0Yemqx0Tj2LEUlAv3+I0raQqCvAdlxlIoFGzHYrsDPL2ES8OdecWfjcVOPufye9kOzISt8NJ3UIZRLk3DnY9FfH+hSnH15Xw+yxVIxSvWUXhhfZZaUWE7cttk59uPvLGlU+F34b/QnfabNm2KH3/8EY0bN8aQIUMCXru0HTYrU/JimUKhcBReELiIuIOylRbBdg8UWo7FZoNiWmNfH/4aTtlQ8HJB7CqYxYf2xnh2v6eXELaazTIffPs1EWPDwUB1FcrIu/DLFHWnfU3TcOONN2LevHmIjY1FWloaKleubHv90nTYrBVKs6NQXOFQrYv+Xozjz8zSNS/BnIBuLs8LfUbtBd2JmWpzpHvhzsxy+qaCRVFIUG0XfyL8hV4jFL0t/bmIekGC1vLI5RS1rTit6qx24X/uueewdOlSliaYnfZjY2Oxbt06jBkzhoV7PLpOw+XyP9yH8mGzwaCEHYVCAUAcQHhzltUAxUxWxJzeyBfcdakpKxQHbyuKK6QFm00XPEMLuzrhD34NNi2PYJ7iTKCG+VRKzwU4pQ7tDptt1qwZxo0bh40bN2LdunWmnfbtDqJt1KgRZs2ahdmzZ+PIkSN44YUX0LFjR0RG6s7YpfWw2UAoM5ZCcYVD+3+NOwRUfw/wpiwv8R0PymlreDMDPbXa6kBQ2fxA/XZkg4R+eacMQ8ET6KyvopZVGs14RflevJYQEA+j9WfKsvod6LlbVu3NCfg7bHb37t3o3r07KlasiJ49e2LixIkAjJ327Q6iXbZsGUaOHInRo0ejU6dOWLBgASv3SjtslqKWnsNYeh5o6ZpCURrp9+l29l7jV61oxvJzunuym3vvcem7/9qvwjKvPmIrZVz6qhi2vB0Qd1H23Ue3G6pf3soIglHfGDvYyiuy7FYW6TsD66vX5J2lPfwqIz8rjNjvAfsVWa3rRV2uagiap79OZu/5VVEugK3qY3XFL8enK7DctI6MHZbZzskuF9wa4NZcwgo40/JztuLPuD4A3Fw/6rLWRbCM+ma331266WGzfF3xh80Gs3rNrZl36XZBw7HD+9lhsxW48VDTNBw5uN9xh80GO34rzY5CcYVD/SRcfpyRAZ/5RAPk+bHsswMYWh/jGuKM2+rQUblMp/qhyie4FxV/B1mWRniNjj/tjpdY12swh4GSIuptArW/K5nSethsifnsrFixAnFxcfB4PGjdujWSk3Xpf8SIEb5Zpf5fv359licpKQnx8fGoXLkyxowZI9hf/cUpFIrA8M6hvIMx73BM01ktPTfyGmV4uQNFeSdllhaGDwrz3bHxt3AS9Dv4u0dq1guqPBun79KCvR8OEV4BP0vJLYUe3geHb7NimJHGOu+VwJX1bc2UiLCzb98+DBkyBJMnT0ZKSgpiY2Px2GOPAQC2bduGlStXIi0tDWlpadi+XVex5+Xl4b777kPLli2RkJCAXbt2Yd68eQHjFAqFf8xOnNbhMrKTspg3cNdaGjtfq9VEdlVhdwq4FbYnxIdQJRbF8VhetSa0MemVx6qe6P5RoVRXPIFWqBV3n6KiEurCYYkIO8nJyZg4cSL69OmDatWqYdiwYUhISEBBQQGSkpLQrl07REVFISoqChUrVgQArFq1ChkZGZg2bRrq1auHiRMnMgcpf3EKhSIwxoaB0pJe3yDhZfHizJlfUk1XwPADFS84GRsLctoen1aH1+4Aob+poNXqNDsErRiXj2q6xJVxF+X2ShS6KWUgYc9y9ZWflYGmcDsBMcB1Q4kLaQ+h/HwVhxLx2enatavwec+ePahfvz527twJQgiaN2+OlJQUtG/fHrNnz0bt2rWRmJiINm3aoFw5/SC0pk2bYteuXQDgN86KvLw85OXlsc+ZmZkX+ysqFCGD7L/gJcR3bIR/vwZ+xRWf1y1Z+4PZVFBOHwqrkYriu0NXEAWrNfNbFnyr4hAarj9UQNE0zfTbiqusAK9GoBEIbYi2M7qqCjDXvZUPj2ZRO9QXLBTqzs5vrSg+X0XZhLG0+5KV+D47+fn5mDp1Kp588kkkJyejcePGWLx4MXbt2oWwsDAMHToUgC6Q1K1bl+XTNA1utxtpaWl+46yYNGkSIiMj2X+tWrUu7ZdUKByOrHExwuV4Y3NBGk79cniTg9U+PF5i9tvRtTlGWfTyobCpIE8wPieBYH5QQcy4yUW43uXGnxlEjrI6esSqHD4br320Ktd0FEqA+w0lQulZKSlKfDUWfxZIWFgYBg4cyOJmzJiBuLg4ZGZmms7mAIzzOfzFWW2PPXbsWDz33HPsc2ZmphJ4FFcstKN0cfvseGFod7yasXeORgzNi7AHCiTHUCLuw+MimjjzJr65N53Vw4im/XaoTDLp5DnQXjtWmrCijFGlZebN2ptvDye7YyMEQYWYjx5h2jKb69D6IiAA4dpa8MoOR1MS7SGU/XZKVNgpylkg0dHRSEpKEuLp+Rz+4qyIiIgwCUehwOnTp7Fnzx5ce+21iImJKenbUVxByAOE4XNjHuDFlVlGj8z8dmDscyKcj+VLJHx2IPw9+zNl8cIfj2WdyXmLvJTauQP4hd4bKS1SnkOQTYfQxN+otNZ2iZmxinoWiHw2x8GDB5GXl4fo6Gi/caGG3ZL8JUuWoH79+hg+fDhq166NJUuWsDz+luvzdO7cOehVahs2bMB1112HmJgYTJs2Leg4RehBzVPUdETNWYZ5SUxn5NNfvTAfGyEvT7dccUPLgXnZu9NnkHb3xwuBFLvVMkX5jnZJSRBpnADfhngMB3djqb7tdzUJ0dxn2URlUwZ/jIST66s4yOev8RTFhBhsXKhRIsJOcc4CadeuHTIyMtgR9pMnT0aHDh3gdrv9xoUSdkvy09PTMWLECGzatAnbt2/HrFmz8Pzzz7N8dsv1eRYuXIjvv/8+qPtITU1Ft27d0L9/f/z6669YuHAh1q9fHzBOUfowBBpJGOEO7KRY7ZkixEt+O3z5rGzh2qWnp7VaQs3iLNIBYOeF+fM7CSWK8nPKwpFYB0YaQUjm/oy0vjoM0aXnF3LPgc4S83/dEKysAJSIGas4Z4F4PB7Mnj0bAwYMwJgxY1BYWIgNGzYEjAsl+CX5ADBs2DB07twZWVlZmD59Opo0aQIAaNasGXO+5pfrV6hQwbLcM2fOYNSoUWjYsGFQ97Fw4ULUqFEDL730EjRNw8svv4xPPvkEd9xxh984RWhC1da0g/NC0/0poPlU3LrZhmpo6AyJrtqiWiHep4Jqieh7jZhXaRkrlETfjVDx2bFfTUbgDmC34VcWsfKCvi7YIWWhsAuw7JOjLzvXP7s17vtY5DO3GXM6uxVHdiuyDH+00OVyrFgsbeasEhF2evToYSs5Tpo0CZMmTbLN99dffyEhIQFt27ZF1apVg4oLFeyW5NeqVYs5bp8/fx5Tp05Fr169AMDvcn3KqFGj0LNnT5w7dy6o+0hMTMSdd97JOtJWrVph7NixAeMUoYtdx0YHbpOd36oMG60FfyAoFZ6o3475WAljYAyVuaUXgIv4BlF/S/Vh4aBsMVDbDf62y6mtkzsKJsiafL84QZdobPm55dJzzteJaQa5NPzgT9PKdcmcyUOmdel4fV/EBfj9sa38m6zamJ2wZCWElxZKfOl5UalZsya6d+9uKcz4iws1+CX5lMTERFSrVg1r1qzB9OnTAcDvcn0AWL9+PX788Ue8+eabQV9bXspfqVIlpKSkBIxThCbGkmfjM/Xd0T+b8xibC4p+FoSI/3z5clm8KUtcdu7sgUhc2mx/r15uib6YP7BPRVGXEju7xnTsfler5eV+d1BmGkgRqnmUL8ObskKFouyurQiOkBN2rhT4JfmUpk2b4scff0Tjxo0xZMgQAMDAgQOxZcsWxMfHo27dupgxYwbWrFmDzMxM5ObmYujQofjwww+LdEKtvJSfLuMPFKcIXYw9dORww9lYHzSMfxoPBO+kzPvt0Ot6YS3wOFnoCXT0geBjEiAtj+izRMOI4FgrpBd8VpyJ+Z4NIdkfVnvtWGlk7IopigaytGE9QbkCvrgfSnyfHYUZuyX5mqbhxhtvxLx58xAbG4u0tDTTPkL8cv358+cjPj4eXbp0KdL1o6OjkZqayj7zy/j9xSlCE9OutgDg86vwt28MXR7N7x9j7IfC7XZLzOYb/RLWPiehYJYBiuY3IWq5ZLOgtc8JvYb8G1BTQ6jUE8CZjyT/Hd7cRH27NGLd7vg2Jft7ERjt0XBR1kymP/o5FMZ9uq2B3Dx4nzCvr75cdgI1/G+NUJRdp0MdpdlxGFZL8tetW4cxY8awNB6PLqO6XC6/y/UXLVqEFStWsHPGFi1ahCeffFIwjVkhL+XfsWMHatasGTBOEbrwy84B0aQlm6Z4U4G8kzItiy/TeM+XZVxH1u6w8Ev8nS8W/P2De7VKJyOuxKLf3boAwQQYpCnNSRTl/uW65NN4pTB5RZZVWfxBoKFkzvKHOn+taCjNjoOwWpIPAA0bNkSPHj3QoEED3HPPPRg/fjw6duyIyMhING/eHOPGjUP16tVRUFAgLNfftGkTCgoKWPmjR49GmzZtMHjwYAC6/03ZsmVNGzp269YNw4cPx/r163Hbbbdh6tSp6NSpU8A4RWgia1iM1Vf+p3TyTsp6XgivgLVjrr9wO42PU+A1Ov60O/zKNR6rwcRqll20TQWdW2eGnkVjgofLon2xnbZpPl6o0bj2pZk1FnZOuHaaSTsthtNQ569dPJSw4yD8LclftmwZRo4cidGjR6NTp05YsGABAODhhx9GcnKy5XL9a665Rii/QoUKiImJYbsvN23aFNOnT0ePHj2EdDExMXj77bfRqVMnREZGonz58uwUeX9xitBFWHbOLTfXB2xiHBWh6a96cqNjlZ2U6a6s/IBFiO/ICc0wVbBBihB4NV0dr2nG/TgV29UsPjMNb2qgfk9uyeRnaBoMhIEd9ER433J8TRykaT1rfF4HYyVg0HqUV+3RFVmi6QrCK3vPCZ4a9LI0sGbFZCAvdGHK2CnY2fUlI6xULKYUYpj9Ahcg7G5eCkxZGnH6E3IZyMzMRGRkJDIyMorkyHs5GPXNbtbIaEN3aXrDc7v0gcmtaXC7NHhcGtwu43OYW/8c5tLgcbng0vQ0Hk1j792aBrfmgtull+/2xbmg4djh/Ti0by9atLoFFbh60TQNRw7uR/jZo2jfvr3j6kxRNLp89D+hI9M0zdfGfG1BA1wuvU25aJvxvfe4XHrbc2sIc8ntziW0QTf7h6+d6a+apvkGJ43NYun99G9xjXy7Jc5TXyWz9y7NEHr07+J7jlz68+nRjO8c5tbrTq8TWl+Ax+XSn0mLZ5N/JjVaX74zxVzc2WL052vbQPThcwKPLzOO8tG4e3a7NNbW3C5d+PVwbSTM5TLVG33voa9Svcl1RvtKvs4Ao33d3rDK5a6OoBj5zW72nn8maNtibcyi77erJ7evTXlcvjamucTyfG2LtmP6TGrc9QGgdb2oy1gTgQl2/FaaHYUt18TGoVadepbyf606cWgVd+NlvyfFpYFOedgsmDmO6o7KVJtDCHzHO/icJzknZf7gTzor5zcb1IjugOriNBX6HjWSdgfi7N1pCGdj+e5T1k5Q+H1L+E0WzelKrwOlcNAsCOihnLK2gPqDmZ3dDXMU3y75zHJz4Z2UrXC6pkKdv3bxKa3Pl8IPDh5HFCUAv8xbcBImhqKfOiDTJeg0Lc0vpjE7KXtpeeyzuJcP+OsA7N+pBDobix+E7PeXMYcb9S3tLWO79NzI5/Tn2nKpPdd2jHREaD+A9dYGNJyVBSrk8GWJv0koOeKq89cuLkrYCSEC7ZNwufZRUJbP0ol8GKfVezlMXhkjphFfba8Ls2AVCtjdp/VGgr5XizRWA74RZxYS6DlPobILsNWhndSPCbDfh8jS2T3IepPzyedlhQpFeRbMAqK1UBjM+WuCc3gpQQk7IUAw7e3CPO9LT4NWFB1ZCyE6HRPuvfxPNxiEkMbkrAyq9TEvQTcP5EZ6p3a08m3Jy/YD5bNaRi2kC/K6gcKdhCwcG+Fg4br2xv7AzkDLz+UNLAFz38auJy23djr81gZA8Se2vObQOp6Y0srvQxUl7IQwdrZa67QXrs5UlG5kgUfec0dG3MLfF8bHczspW+ZnphnCtDv+ruck7Ga+hubGMMcEI6RYaT/s0orXMwZ4pz+3guAcQHtANVdyGkEw59JSrEx/TFC3MQU6Eftdt/3fvD/N4ZWOEnYUxUI9QKUHq+MfKPwM2s5vhx9U9Fd+g0EjTvbbka8nCzxOb2FFeQSsBm0KP2jLG+SZfFCo2QH2GhCnwQso5jPAeIFEbBtWafgyAU5TIV/TbmPGEBIO7UzEgq8OiODjZFdGoHJoWVaE0iTEH0rYKQUU96ElVp2HMDNSXEmIZoDAdnvZqdQcJr6a8xvxgXyEnIQ8u+ZNdPrn4PLZpbWtb5snMlTMMbYaGEsNtVlYlvPKB4IS9s+3Jf2zYFoNkfoKhFxv/jVlvBAt5qGaNrtyhXKKc6MOQQk7pRArVSbF30Di8DFGcYkg/L/FQE7TyH47NJ4/AV0PMwvPNJ732wHMpgr+gFAnCz386jUe0YfEMMeIecVXwKyhMGs3aPny9XzxDvZBkTWHRpsStVO83w79LLwK763bqfHZxh8qxAQeUYtjEMyj4U+IDHhdpkEsPShhJ0S4kH4/0OnCl/r6CmcjLD0Hb04wzAqGMzIxDfRWjqGmJb8BBiN+th4KS88Bf75I9mktBR1JQ2GEi/VolG+YskIJf6vXrIQVq1eaXn81axepQM3K4erKalWbU5GfDX9mZmLRloT6YnFcOsk8Cos0YrizJx/BoISdEKe4gkyw2fglwYrSTVH26jAtPbdY5uoloraB99sxyjEG74shlF8OrLQr8iBrhbz8XH9vUbdBXjdQuFMQTXzEtr7M5kz51dq3jF8RyMJsBnOa1+l1BgR2UvZa1JWMVbho0uI1bmKYkcY6b6ihhJ0QI9AKD0ogu61Rns11lIhzxcB3dF5CTNodPVw0ZQHiSiCal3dSpvms2iwfziNrkZwKkb4nhTc32X1HIy0/WBHxFdxAxA3c5oHIPFiFElYrpAL3bcZ7eVNB/hWwNwcGcx0nEIzjsREmTkD8mUl5gjkpvjSghB2H43RVvqL0QCw6RzlcDrPaP8VO5U7jrPZa4TvWUNTwWJkSrNLK9QZYONxazLzlsgRfpxCZmFhpd/TP1ml5zWAwK7JM77n64c1+odK+eOgkINB44G+X6kDpAPtJbghWmQkl7IQAVjZXUxqbGaR1R0ICplFcOcjmAX5llWxCEJegwzRo8Q7LRphRrnkJunVb5E0fTkPQtEj1xSNvkGcl6BhaMukaRRig6D05Fb592WlaeH8buS6CXZHFa8dsNxXkBB6nti/Af53JbYouP+excuS28gkTPvsx++nxoY0SdkKYYJeyAkXTEAVq9IrSiWnpuS88GF8eS8dIiw6XR3Zmls1iTsfqObHyy+G/m5WfhZ2GiNULsU4rmxmcLPAAohZQEKQt61H04/K3IstqCwS+XNMmhg6vJ56irJ61antW5fDZ+DZmVa5p1VuA+3UyStgpBRTFv8auc6QdQigdlKe4OPDaF9ul53TQhdlvR96hlp+d886U/BJ10beFu0YI+KBYmuG4wTsYH52i+lXo4YS92glIToT/Lf21L0Ows9OIGXlkbQ8zjcH45/OYyvLjwOwErAQZ3oHbfgJCX811RMMBP22Mr58QamPBUCxh58EHH7SN+/e//13sm1HYY6eZsWqE8izbX5pAEF/aUtDWFTZY7YPCa3eMwZyY0tL8gOFnQcPEJcLiNeVVWYLw4xO6newkb2sm4b4/HbxtTQwWg5C8QR6Lt/E3CQnhEOb2Ig7cNvmIuQ8LxgTI5wd8kzhOGHdqPcnYCYjqSJLiUSxhZ9euXTh37hzS0tKQkZGB9PR0fPPNN8jPz8fKlSsv9j0qOAjXwP1h6b9jVV4RTVah3NgV/rHdudci3E7gkePk2aHcdg01euA27TRsVf8W38PKHMPiJHOMvDRYHqSpFo3XrjkdOxMlr0mw8tuxc1I2CUEwBGjhUFAL7TXNFwp9WVHuUX4WhTbJpSmNR5IEQ1DCjsfjQcWKFVG2bFm88sorqFy5MubOnYvq1aujSpUqePDBBzFp0iQUFhYiIiLiUt/zFcWFLr8NtQFEcfmRzQyydodPQ01ZgBjH59XjjFemrZG0R/K+Knx6Jw9GsvMo4QZjeYDx56NjZ2qAlM8qXi7TyQKPfI/8769/tr53efsC+t4I85+fhhLuN9LDnVtXFHUkycUnKGHn1ltvxY033ogff/wRXq8XbrcbALB06VLcfPPNuPHGGxEWFoayZcte0pu9UvG3wyogDhBBOZPKcUGqM4XOI/TbvkJC1sKw9xZpzculzXmtji0RtDpcGN92Q0VA9zcRkesjWHOMrCGTTRTMJEPMz62TByTWP9mY/cQ+zEpzGFgrJvvtsHI5XyfetOV0oUcdSXJxCUrY0TQNgK7hsYtTOAerhs7iLNIBhspSnJmGbsNWBI+4rFw0p8haCHNaacYO8RRm2fRAhRprvxV5Nn/pv3txkDVh/Gof3hTD++0ACNocQwds4Zo2gzP/3Dp1AmLa2gByO/Ol47R/QriFIC1rxQKuQOL7NQe3LRl1JMnF44JWYx07dgznzp3DmTNncO7cOezduxd5eXkX694UHIFUvf4oypb05uvSDrj0NHqFf+hAZGgOrX97Kz8dy5UfNk3Hal8Uf9dzGvIAahVuxJsFHTmvnZOyYIJhAqUoJIQCgkM653DNC0M0ndnHSRS89VezBpL322FhnDAq+/A4FSvtivycWOFP+yWUF+R1A4WHEmZVTZAQQjB16lScOnUKR48exdmzZ9G3b18cP378Yt7fFY+XAC5OeeYF4PLNjlx+tGpeAG7onasbejpCCCDlIQSARTEEBJpFhE1yRQgjdmRE0NYSon9mGgffTJAm8RICF9E4gVjjOmZNNENoBBoBNKLB5WtIXv2ScIHACw0u6GU7WeChg62m0e9H64gARGMPCK0nzfcMegng1vRwN6hPD31vPKfsGsLv4HumpYePJrN7Xp0A/Sk1zWgj+nsA0L8Aa1dcerkPoxpBVpdc+ab6gnVfpV/euW2Lx6gHsa+n7YjVGSH6MyXlI1J90Tpir6AaQ6O+ALEd0/rSoMHBj2RQFFuzo2ka3nnnHTRr1gyPPfYYmjdvju3bt+O66667mPengL0jnuj/IJoP7MoIVA4ty4pAezQoQhO7peeCqYqZZ8w7u8qbxdFyAGNA59sm4T6HooMyxZ+21byfjPUrTa+/StoPVudcOZyGwrTfj8OfzKL8nlZmUDlOfs+bV4Uw+t7h9cNj8sfinknAvu1ZBcv1QcuzQh5T7O4nFLngTQU1TVN+O5cBf+pLK5Wn/kpM8XaOynSWIKvMmT+GfM1gb1wRMliZpeT3chg/+2RxnIlCfxXblPyeCkSB9l1xCvJKIDsTgyy8mAUe855FfJk8/hxqnS4YenmzEidEe6V2ogsm5nYnaAelNqO/tzpvTfT/sXMYdzJ2+wKJdWD2tdTzmPPKxw6ZBGkLQVwIDwGnbn8EJeycOHECqamp+P7774XwrVu34syZM0hPTwdgL20qLh6EEJ9dmn62TycjOidTISbwDMFOWFKUDkSnYyK0LUHjA2Og4H0txMHb0OTQMPD5TA7M1pqhUHAitbo/K0d/cZA2z6yFwVwoizcvGNe00+44/dG0PuVdFPpoOitBx8hrlCHsXA0wvx2WFoZ2h9WdjRDhREQfI2vhjYVZOMCzcpjAIr7SOCstoTDZDYG6CkRQwk7z5s3Rtm1b7Nu3DzfccAPOnj2L6tWrY+vWrahRowbCw8ORn5+PkydPXur7veKwU9lapQukwrQLK6q0rgSe0o15VZZNOiGPkZcvx19+ofOWru9k+MGZX3VlNl1ZO15brTiTlwibD8P0V4/OFgx54Y8XTmTtjiFEg4UJrzZOysY1RAGSwGyuCZWl54L2EGKd8ciCSjAO8CyvdM1AdeLwxzIgQTkoL1q0SPj8+uuvo1evXujVqxcLO3ToEKKjo5GZmXlx71BhclI2wnXHNS8hcGvUCZl36BOd+AB5gCLMqY85qvmcTSE5PRKih2l8XkWpQPwpZQdlPYx2qhqoUyQAXxvzEt3xmBDDEZ4Qw+mUOuXyjpS0PVFthgsEXt3TFi4tNNoXdd7m0Z9Vn2OoL84Leydlmoc6Kev1YtSjF3qda9xz6iUaXBqB7kRqPKNOFXiYkzsxnM9duiuyEC7m8Q34COykTOuUXktvmppxXVqgprH2a9WfOhGre5UdjfV0+rMVjAO8/rz5ygI4EcdoR3ShACGAV6O/V2gLPMXy2enbt68pLDY2FmFhYfj4448v+KYUZuwcjIPp4KwkeyLFmfJw6kvRH0NR2jDNiCXzVKB8fDp+NsrCbPIH40zvRHhNBdXeWPrZEPm5Nb9abbwom3UAY1CyvB+HaykA+zbF1yP7B+/jY5iqeE2PldaHCkcEnH8KRJMq3+85uZ2ZtIdswiHv3WRvEqXlWDnAyz5NRjx3D9IYEOr7rhVL2HnppZds42688cZi34zCjCzYWO2jwOIhpuVfxXQKhYj1iixjgGL/MN7Lq690zYS4Pw9NI+/2anTaRCjLC2NG6uTBCLAzEVvseszViZU5QqhDSTjShRw5TNzIkMU5dDCycujmVxdZmbJoWv0V7NVOUDQLUXLdiO+dWVNm/Gk47ZyuiVR/fFhp3qU7EEELO6tXr8aZM2eEsJ9//hlffvllsS68YsUKxMXFwePxoHXr1khOTgYAJCUlIT4+HpUrV8aYMWOEH6a4caGO1UxPDzde5QEGEIUa+bBBwHjgjcHGmEXw5dP87HoInc5CERhBmJE1CsIgxR/W6GsjEIUZQOxA5YFcPqWZhsnCExV6nAg/y2UDNhMQuXSsruhnIz8fT8sxyjc/X1arvQBD4AmF7s5K4NE/m++fF6j5vLLfjpVDPd+GDOdkwtoqq/NL8zUvCrIwLAu3VoIMILYtOV4s0+a6dtpDJ1dWkAQt7CxcuBAnTpxAt27dAABdu3bFmTNncOTIEcycORNvvvkmpkyZggkTJgQsa9++fRgyZAgmT56MlJQUxMbG4rHHHkNeXh7uu+8+tGzZEgkJCdi1axfmzZsHAMWOK23QWZKh4gzcOK298/0/8IZgQ4J6SBShi1caRc0OynZtzKpdWZRv02aC2ZnZyQjmXWm2bJ4R+14tnltxZRpMg7XplGpizL5pmH7di/GtLj6ySUaM018NrSAR6o+apvT3Rt1ZHgwqmbL48tn1LO7JqdgJsVZmKX4FpF3bYuVyr8a/9So1XrsTKkK1HUELO2FhYQgPD0dSUhIAYOfOnQgPD0e5cuXw7rvvYvfu3UhOTsbbb78dsKzk5GRMnDgRffr0QbVq1TBs2DAkJCRg1apVyMjIwLRp01CvXj1MnDgRn3zyCQAUO86KvLw8ZGZmCv9OhW9g/lWaNjM/S42QNLgVcY7jtAZ/+vRp1K1bFwcPHmRhc+fORZMmTRAVFYX+/fvj1KlTLM6fFtBO4xiIDRs24LrrrkNMTAymTZsWdJxT8HoJvF6r1S6SGYtQbY6cTux46YDFNDrgTRfGDJ3X+BjvnT0Y8c8kr2mQBx+zdsJigJYGI/lgS3ZNWE9MQmF1kSxgyFowOzOe7Lejh4G9iu/t+zleu0Pvx5k1ZWC3si+QYOuvbfHlBvKj44Vp+jnUKbLPToUKFQAAbrcbmqbB5dKLmDt3LubOnYuqVasGLKNr16544okn2Oc9e/agfv36SExMRJs2bVCuXDkAQNOmTbFr1y4AKHacFZMmTUJkZCT7r1WrVlGr4bJjKeHTV1kStxyIxDxE6iAI/yd15GzQEmayF+FLXQROnTqFrl27CoLO2rVr8fTTT+Odd95BYmIiMjMz0bNnTwD+tYB2GsdApKamolu3bujfvz9+/fVXLFy4EOvXrw8Y5xSE9iEIPHI6aQC2GqxsOmO58w7kj+N0fx3ALPBYmaSMtER6No1Xs+ZCvAYvLPDmDF774XRkAYMXAGWNAS/0WPVhct3JacymLLPAQ+/Jydi1J/65kycScnq+bcmuDKJZmitXqhk+PJSFnqCEnV9++QUAkJ6ejsLCQpw5cwZerxdZWVmmtEXdTTk/Px9Tp07Fk08+iczMTNStW1coy+12Iy0trdhxVowdOxYZGRns/8iRI0W658uJPGNhDdxmQLLLZ5fW1kRh06id5qDWr18/9OvXTwibP38+HnvsMdx9992IjY3FW2+9hc2bN+P06dN+tYB2GsdALFy4EDVq1MBLL72EBg0a4OWXX2Zl+otzCnKnSgUe0UnZ+N15vx3rQckYhGW/FEHdLjgqmwc+pw7isjM3j+CXAiJ8fyO//Gouj19VJPtICWXx5h4H15fV50CaO6t2YCeIW+a3CXfyuWsUWcNJnysrLaH1BMQs+MlCpEmIkkxZgqmUBFfnTiagsLNmzRoMGjQIp0+fRnx8PHbv3o2YmBgcOXIEffr0ueAbGD9+PCpUqIDHH38cHo8HERERQnyZMmWQk5NT7DgrIiIiUKlSJeHfyXiljpDC++3QxigLI4FstnIc/9luRuGkZYizZ8/GM888I4SdOnUKtWvXZp/dbn1HE4/H41cLaKdxDERiYiLuvPNOJui3atUKv//+e8A4JxF4Fin+C2l8r3Y75OpxourcbtDy57TqFHghhX622vCOx5iBi7PsQI6kwnW5sgRnVYc8i/4wfHHkcE54hlm45oW/QA7est8Ova6s3aF5Q0XokbFySucFmSt5l25/BBR27rrrLvzxxx+oUqUK/vrrLzRu3BherxexsbH473//e0EX/+GHH/DRRx9h0aJFCAsLQ3R0NFJTU4U0WVlZCA8PL3ZcaUE+W8bvEnRJ+yOuZCBCPib4sJmE8dnIY3SoTmvscXFxprDmzZvjm2++Yd917ty5aNWqFSIjI4PWAvIax0DIZVaqVAkpKSkB45yCrGEgRDZnESEeAPPb4f0wjDTijFPoiLkZpRzGf3b6QMTPnMVw8TuzSQj33fRX+T3Ye1qOMKvnyjcmK6LA41ShR9REE1/bIaY2IteVbKYTHZPFuuPrk2+XZuGKWA7wTkN26pYXDfDprPycrrRduoMhoLDjdrtRpkwZy7gLOQB0//79GDhwID788ENcf/31AID4+Hhs2bKFpTl48CDy8vIQHR1d7LhQh5fg7bY+p++tnJTtNi0TriFf06YbcKrAIzN69Gjk5+ejZcuWaNu2Ld5880089dRTABC0FpDXOAZCLpMvz1+ck+DbmSjwmDtZ3tYv56FaDlYmxA3i2AycvmdOzKKDMuBcc4M62LJo8IM2/Uxgrg8xj2gGtRIirSZ8fFlW2h3+fkIBOy0h/1wBtP3IwqGYR08n+92ZTa1UmyP7hsllhhoBhZ38/HwMGjQIJ0+evGinm587dw5du3ZFjx490L17d2RnZyM7Oxu33XYbMjIyMH/+fADA5MmT0aFDB7jdbrRr165YcaUFf8+nHMd3pvqrXScpNnB5dijMHG2u4USio6Px888/Y+nSpWjatCkaNWqEAQMGsLhAWkBZ4xjM9fgy+fL8xTkFfz4oVsKMnEb225HfW3+2uxejTKd3rOpgy+Cx0gAChtbCypSlpwOXDkKYpYBORGFR0CRBTu/cCpO/m7yCjU/nz6dJF8J1Svsu3YEIeDbWP//8g5ycHPzwww/o2bMn9u3bh1atWuH48eN4+umnce2114IQgkceeQSEEJw8eRK5ubm22iAA+P7775GcnIzk5GTMmTOHhR84cACzZ8/GgAEDMGbMGBQWFmLDhg36jXo8xYoLdWgD06Cx2SM9V4Y/H8VLCFxEPtMILJ6FaXrjd3H5NMB0OI2XGOfNGNcU78fpXH311fjyyy8xe/ZsJvjGx8cLR5rIWkArjWMg4uPjsXjxYvZ5x44dqFmzZsA4p0CbiNH5+doXOw/HOAOK+BoRIQDxnXOkEYCwc3X0dsgGGGK0FK/vOhoxznTTfOc7uYimtzPfWUmA+bwkp8DfHz3niT9HiJ7bpPkGIv77i2cXEfDniYH77lRo4p9dWt9urmK8xHeWmIMHIr6+dKFD890zWOPjBWnC8ol1YnXWk6Eh1KD54mgZhOjnrfFTXr3vuyxf+6LANQEuTK9Dvd82wgjEfl4UqI3nlu/babsynnaaXzyDjd6Dk9tZIAIKO7Vr18ayZctw4MABPP3009i/fz+6deuGl156CV6vF5UqVcLevXtRUFAAr9eLevXqseXodvTo0cNWqq5Tpw7++usvJCQkoG3btsJS9h49ehQrrjSgN2WrQwfBDssD5A7XOPzNdkapGWVpAHfwoPigeaEPSKHU6N9//300atQIPXr0YGG8FvDhhx8WtIBWGkcAKF++PDRNQ2ZmJsqWLWvS9nTr1g3Dhw/H+vXrcdttt2Hq1Kno1KlTwDgnYdWpAropy+3W2OCr+QRsvR1pQnvyEvgO+eQHaWPA8hJdyCbcgZh8G9TL0AUeek9OxKgHdbBlMNDf1Pg9fQKPr77k7wvNEBapScVLNFZvepzG1SE3MePaj9HGmDSvX893F8U6K+kyQU2iLvaMGXUGKlyDwBCqNV9b1CcTejsThUFZ28P6e0K4z7qAwx8uyw6dDXGCOvUcAOrWrYtvv/0WCxYswLPPPovFixejY8eOAIA77rjjot5UzZo1bWe/xY0LVeSOjNfu0MbtthqkOEHHshOF+CpDfA8VgSTZ2wyKTiM9PR1TpkzB6tWrhXB/WkB/Gsc6deqgadOmmD59uiA8AUBMTAzefvttdOrUCZGRkShfvjxbXu4vzimIGh3AmOcZs0E6K6enmQPiIGaYC+jJyr6ZIYxO2cVJNUwT6WvDVLtD8zoduc7oM0knGxqvqWCDEDihT2PCITXZyYOV5nvu6KDk4rQ7Lmk2EiomP5csBOsfOI2DruHTfMI001xRAVvSful1aWiria9eNd+Ej2p3XEYjBgBB6HEiTJDm2hUVeAQBToIXAGVh0EuMMcAuPxsXfM8kFXqsJtuhhkaCNFwWFBTA49Flo8OHD6NWrVoXzYenpMnMzERkZCQyMjIctwz9saVJ7L1L081HmqZ3GpoGuF26StitaXC7NLhdeliYS/8c5tbYZ/09EObS4HG54NI0eFwa3JoGl6Y/RPqr/lnzqZtpB6Vp4oB1R6Mql70+AjHqm93sGab37dJgqquzZ07gn7+SUPeGFoisHMPVlbl+PL76oHXl1lxwu8S6ckHDscP7cWjfXrRodQsqcO1I0zQcObgf4WePon379o5rY81f/ZG913ztSn51uzW4XPomovqrBrdb//4etx7mcenv3VKcx+1rXy7uXwM8LrEtu3zti+9WXunYoARqxD+9PtkGwJiEaJr0PVx6e3D5vqvLRetCfhbF59Tj1uDRoL/StuYC93wa12HPJMSFIvc3q3G5qyMgnT/YCgDCc0nblovVm9E2+Ppy+Z5Fj0V9iX2c2AfS+mPPPYx64keth25y5oayAxbsYO817rlgdeby1Zlm1JnH973151Dvtzxu+zGAb1cu7rMGiP2+bxygdGlS7fJWRgCCHb+D0uxkZGTgpptuwquvvopevXrhhRdeQEREhEnY0TQN7du3x8MPP3xhd69g8P4SAJimxQvddm+nwrYyW4lmLWpesJHwuWBequf9d0KZSjHVEX1VDbgvoi77mtg41KpTz7J2atWJQ6u4Gy/exS4isk+F6LNjmGaYBoczYTFNA3g/HTCtDe+3Y2XKcgGiGQui75kTMbZv8AnTvrqiz6ThM2HUlZ4Pvnz2vie8yU/W2FITGIFs7jO0FU7ETgvG/A59Mazt8CYUwLdQguY1zIC8qUYjmlBfdtodZgYEHN2L8b8p1RbqzwVhbYQ3ZbmkNsabh40w0WSqC1Hm6xr+eZwbg68MJ5tLAxFUVx8ZGYm33noLb775JjZs2IAdO3agTZs2+OGHH9C6dWusWbMGrVq1YrvOFhQUXOr7vqKQVzIY4for9QWQd6DlG7m8dJPfZl3eMpzf54LtFcKtzHLSpoKXg9L+TYX9XDiBhpjaE5HijDZltdpGyCfVorhUVlx2Hirty2r1Ga0L+ZDQou4ZAxiriuiqLKHuffkIeNODs+tM7IOM31xeGSSuytLDqK8OEerNCAeMPo3v//hrGPG++7gcX/oCEVb1cW3Iss648YCm559B/VWcABMY9cbv0l0al54HpdnJysrCvffeiw4dOiA3NxfXXHMNhg4dipkzZ2Lo0KGYMWMGnnjiCRQUFLB/avJSXBiChoXQlQy+KbVkexW0OCi6k7JwXRsbLX8/Toef/crQDtddjPkd9WcKOj0hjp118/i7T+qobKT1hRPZ+ZTXYBh+OzQtdaZ0czNGF0Q/NHZNhw5HvGZAWF3kE9SodocOGhpfVzC0qbwGx9D0GJoLXjtGYPiZCKuLaP1ftm9fdOT6EjTVXIfC+zXx8H47spbMKEfOY/3se2E40Tv5maTfh9e2Gi5HYvvRwD9zgR3gafmyVp8KznKt6Jd3cgsLjqAkkipVqqBcuXJsldVNN91kXZjHgylTply8u1MAEBs+D12GSk0DxioGs6ATyEnZ+DcWl4uCFpjDmsMnkLYCmZVgZ+fgbWfes7ueo3XiAbDqWI1uTzJbESONOGs02qGexjCxMKdRGDNtZsqCOCgRnybDyfCrogSBx89qLOP76wKgrH3gZ9ymQZ17Xo2BjXCrseyFeifB1xdv9mNbEvBpiaHN4tuavN+OXG9sCbpmmLL0bQ1grP4Ct2rQoTCHbmnRAL+1AXU01h814/kL5ABP60UjGhOkie9Zp6uy6Fjikvr8EGhmtgRlxsrPz0d6ejr27duHw4cPm+KdLCGHOlbmAkHFyHUCdrtoGnG+MBhl8uYs45pmUxa7PicOhSol0cc5uWOl8IOGIdRY1xdv0gKMdkeENEZaK4zNzgxNm931nAb7/qZwzizMTDEWm+RBfB4BI59RjmjKotcNtbOe6L15beqLryNqTjFM7PR7ElPdyWeM8eZ5XiAyduk22qIXzheqAQi/qZXZmE8ntzG+OQgCIRHrkkCsCypkEnDmLITOs2lHUMIOIQTvvfce6tevj7///hv/+9//0LZtW+zbt094pf+Ki4/tgCE1ej2t9StNr7/C8mHhbbK8zdbkLxTiAk+wiHZxmN4LYZfpni424mAjxxlpjOMjZH8cXuNjDERWfjtyO5OFnFA4CJT3qzG+vzrryQ5xUmbUF/9764OqqLnxSgOs4J8jtTU+nxzOw/u7OHkCYqozSXjTw432ZaSVXm38doxriP0bgShg8WWF+kQ3aJ+dtWvXYuPGjbjuuuuwevVqREREmDYPJITg3Llzl+RGr1R4L3jexED3W+DTsb0kYKi/hcGGAEwlzPkBEYg6ZN6UJUPLc7oyj6uKgJjt3NamLatr2JmvinL9ksbsRwFQtTk1bVlpb/nOWN4/hYeturK4Lu+vQVd6ON0sQ+tD8CWhDhWaZtku6KDEdpwmEPwuqLmB99uh+WhZbDUWoauL4Pf3cQrM7McNwHSfIN7sZwhz5tV/+m6+nNYRZlMgvZaxFw1YH0hXM1FTDuDslUVEqhu1ceWFE5Rmp1KlSli+fDnWrFkDl8uFGjVqoHnz5jhz5gx2796NZs2a4dSpU2jSpAluvvnmS33PVyTyKhdetcsL4nynyqt4aRniDMGYDcqzQzZjkLQ7/Iw8FCnuaoJgs1nNvkMBK3MLr8Ux/8uzRHl1jTELFeP4NgpmkuFn58Zn59akYXIxPgPG91dnPYnIdWBoeMzaab7+5PqgdQJwmg0bU5as9fFK/aXTVxYFo201NH7igbv8ajdA1EbarfZjplJAKIteni8jFAl6lxFN0/D6668DAG655Rbk5+fjn3/+wf79+5Gfn4/JkydjxIgRl+xGr1T4TsJKJau/Gh2vbIeWfXj491Z+O0IHLg3bvBo+VBq9lYrbCquBwirM7ns7deVQMMhCjJXpjg3ugimLE4bAdZCwE4ZEUxYN5w8qFPzDHFqlslBiPC/i9+b/AXOd+PPbkScW9LcxPd8wX8dpWAnJRhwvANF2xNeRuP0FAKGf482AXr6euLoTzKScacyp9QVYmEqZUEjbgVEXhJj7dGsBWqw3sxAlhvHRRPocigRlxurXrx8aN27MDlOMiIjAfffdh5MnT+LcuXNYv349srOzMWvWLFSuXBkTJ068pDd9JSKoznkTA6zOzCLMG19e1mq8NzbcMkwJxiGDtFzqkU+PjLC6npOgKy2KC9GrViyTONuscqGYzVi0WwvOjEW4SuPfG0utra/Lq8a5Zuh4lbk666lo0PZkmLL0NsIf/EqPiKCCs91qP375Pm+akb87f9gxYLQpQnSTVqggmEqljSsJRFMWFWzM/T6BuDoS3GdDe0PbksbaLHcsiS8+dGrOTFDCTq9evTBhwgTk5OQgKSkJhYWFeP7557F582b8888/6NevHwDg0KFDqFLFeUcIhDLiQGEelOjpt7SR0yW9NK/V7FJPJy1fhMZOvyX8tS1Ov3W6ocZYWip2BrwwR3ddtTsB2Z/QJAtEdgKgfH0nYyfg0E5Wbkv8bBEwBGxjZq35Bi8Crwb22UvE5dP6PjyGD4qhIXN2xamznoLHuFViEnjAhYt5jH6KAFI7NJbvs7ZIBRli7KZMBUy6jxO4/ZCc/lzyGjBjHyex/rwaTGewMaEQutBiCIS8UA3jWfQtQWdL/9n4IQk8vrhQJihhp0+fPujTpw9eeukl3H777XjnnXdw++2349y5c0hJSUH79u0v9X1esQRz+i1AH3LfjFGS6q22ozfKt9pEyuwArV+ZPVGO7yz8QeskGHjBhsD4QDsKumU9TRuK9ULbg3kDM7GN8U7u9LPVDFx+b/WZFzytcLI2ja8vqmmgjq+8dkcYiGCeVZtW00gLCuieMRoVJKE/r/xzSWvVyf46AD9OWjjeaobg4mXh3F440l5iTMAGFWjowalgExheKNT7S0PgAZyrBaPwIj9tC2rjygujSNscT5gwAd27d2ebCnbt2vWS3JTCDH8mFW96IoT4NlPmBhKYvfGtNheksyRw6ku9MzVMWXrhVLtjaDEc3rfaamZkrYweJnaiVt+Nr3N/0Jk9XcUQCsgrPwzBxNDu6HG+NuQlTKkgDOAaNcvwK2fMZ0XR9ko7YgCCdgcwBkInwmvBAP7ZJEy7wwYpos56EgUxsV3x2h1BQARY2+FP/rYyA/KmLCvtjmFSBDOdOd3nkHC/rSDwSMIij6E1vXI3rvRHkQVcu92TFZcGvpHyeybQVR/Ge36WKHrj01eq3pSdImVHU/pPV2MBRidD3zvdlEWhnV+gzs0q3iqL3fe2G5cdOl6bkB0brcLlDtNUhsV7cQ8dGiZ3ugbG5nnOrzvT6iLu+TOtLoK4suZKPesJEIVkwF6oletQT2uOt3/2jP5NXKARGjVlOPXL4bS9qY0ri4LTtXlXPHIjNpZPig2bX3oohAudg1Gm0MHaXFfOx9I7uL3z9SV/L7kurJ5beVUDYB5ETKvUAgz+Tu8fDCGGX2pOTG1IbovivyFg03R8XcobxPHtlbYp/ndzqv8JIE4IbFcXQZyEiM+eUWd6mPl5NerUEIIAccJDByX63qmmLLmdiHFGfQnCnC/eaFNyfYmrLGnfKK++pAO+nN7pA7dpNRb472B+BuUVtF6L71maN64MBiXshAiiw5rRaC1nkayhG+n5DlJ/lQZ/GDNJfgkx1e4QIg7yThZ4AiHP8uT6EtLa5GN1wpflpytwcL/KsLpHfnbMh3m9RIq3Lkd8TyzaqzhrF9u5M/FKzwgVDK20O8LzZPEMWmu7zNoHPi1NT8uiwqFT68ssJBPpldNUcGnliYc80AOGMCNvW8BrznisBFAnYlUHBObvL+Yx6sI0SZaEIq+Uj2Kl3eHvJ5RRwo7DkWdFfIdo1ZhZg4fRKRudgbh/h1co18KUxUn5vMATCmYsXksgPMxBPLRWQgurB5vszNxHIHZKwd5wCRJ4MCJSOzTyia/mgUnOSzE6X7FTlwUFJ8IGWguBB7AeGKh2iz1z3IRF2GdI1niBr1OfMAVDqLK7npMQ+xcrzSFfj3IecN/Z6IPkoyP4flEPMwtEfNt0+mSN75cLvYbgRsBrqqxNWfw4ILyCfxaNtLwpi9fuiOYssZ8IRZSw43CEWSTXSfDaHT1OFEBMZi5Jque1PvKDz89G+WsY93BxvtulwMqmr4eLN80PKvpnczorrYZ8jWBwcHUBMHdmtoORSSiSBSLaGYvqcHm2ztLzAiIRNWyhMRiJAg8gaXcgTkL0fPyAa9Sr1Y63fL3I4bzAY6XhdSJiOzILNEY6o/7M/Zi0m7Qk6IjCIucXBXM9hUobo3ilOiDSv5Upy3rzRVHo80q/AfMFg1F3VvcTaihhJ0SwHoTNnZzsgMa/imFGBwvAtGU4wM1YwZmzJN8LJ2LXiXkt6sPOWTaQ747RIZv9UYw01nmditVvaiXwyUKPnNeqgwYgzECt0vIDmZzXSZhNBOIgzqeh/0XxPeEFKV67w1/LuBf91ckCojgom+9frCOzKcswy9A8ovaCT2cWLjlNCKTJoYM7MatJrv6e07YTUbtD09L8Yhq5ruR2JWp3eFjdQRwfQg0l7DgcufOTZzHGw2xnyjLU40YZVh2s2ZTl5aR7KvAAotDjVGSfBqtBmcdqABb9dXydR4DVWExVbFGuUzFrbKzMV2ZzlJXfjqXDo5TPSAtmkuAHMt6B0omwZ8zLmwK4mTA3gNDnhgk2dOWLlzDTsNWzKg7cRp0QAhR49XyF3HMt16+TsG5fRhszwukEy5wO4Adj4znkTfbsd+Hqz6zRhePbFyAKLbzjvzwJEwU7sW+3mpDIfb7tdWl5LNzZwmEwKGHH4VjNIvnBR07HdwL6K9cpEDGOhcPcIVg+CHB+RyGr/MU4IqSzGiCshCJTGqm+bAUoFh8aHYWsvbF6b4SJcVbpLbVjFm2Hb9d213MSdsKhIfDw2ggrLZj5maRCEg2Xq0B+JnktpdenXXTq+WxWwouVCctKq0PD+TJonJVGTb4mfc+bsEJFQ8F/B3mlI+2L5bS8ZoZ+lt0WCFd3simL1+4I5ix2HWe2sWBQwk6IYCXwAIZpgMfKG9/IS/OZBSDhFHRChRtjxgouPpQxzfYshEAKHySapYyZOR9mpL0ot3pZMAYSceDgBxdxgJI1NuKgQ9sNYNSfnTOlKHibzUBOxCzoyfVmJRwGZ8oyD9JmXyY53KHVxDA0gPC9ylodP30YZMHGuu7ApeMnesJALgubl+j7Xgys+m+KbIqzMmVZTXotl6DD+D0szfwQ+36HNzW/KGHH4fCaFH6Q4e3YhkRvNmUJrzbe+OYwUaoXzFmSpO9URIdOw8kukD8P/14UbgLk5zoafobt9HqywsrEYJfOeG8VZi9ECnlkoTEEKs1KaAFE7Q579mAx0FrlRQBTFkTBiF9dyQtJTsTrJT6zn/7ZJCDz/7AXKAGuLzSZAUVTFv8b8AIP35c6FdrH8v28nXbHqg/3EqDQa/Tn9uOEuJcTrbtCL1cWxLEhVFHCjsPhG5iV+h+AabYs27P194ZUb7Xcl99Fk0jls+tZ3JPTCKa++A7RrOXxvXJiCluNwJUjqJBtHZSNfM6sLR1ZW0PD9FdzPD+w0gGMz2uvwRCFAHod6rtDO3Q+vRMx14c4cNP3simLb3d6GjCfJSuzs1FX1ntB8fXlZNOy8LsLAo9cd0SqN4tJHsR2KpuyrLQ7crvU3zu3vgCxn9aFP1HgEetF7eUUDErYcTh0oOQl9kDaHUDsBPx54/MSPSA9QPQzjIePcPfkZHiBh59Fyw84TUMsBUOxMwbE7y0O2r5XGJ0yH+5kRJW5PzOWneAj5iVErH8rdbssXAGiwMN39k6DF8R4gYe+ygKbtVOpaMaTzRbyV5frWfDZcXx9iffFC8hW8SydRTgfZKWBFfLzExZJSHQ6pn4cZmHanOfK3cspGJSw43DkQZYXePTP5jyyilIcvMydtXEt7rrg8xD22akdKsXuuwH8A2/M/syDirle5XKIJOrZVYkwg3d2tQGwElr8C2xi2zEPXLLfjoys3THKKsbNX0bkerGqL/krEPATC3lyob/nTQwABFMWjZePP+Dvw8nIwi3vxyNrDPn64801div9AL5ujLJoWtGEFTrPpCEsi8+R/Wo/mo8TZAQB2Tzp5ccJOTwU93LyhxJ2QgDDPCWHG52nOhBOhH/wAw2kcifBp+E31BLqjPujn41l51wn7HgdGIR2YxLsiDle7litBGjC5QXEDtk6v2HOMq57Ob598ZAHW1lrY2zxYPdMcsKKhe+J6K/DD+LEJPA43WdH/N0Dm7H4gVlMQ7+/dd0ZGm9jMiP4zwlxzu7D5DZjtfKsSHUmCYB8u+K1O/y1jHvRX51u+guEEnYcjuE8xs9yRHOW2HjpzIgI6fgOlHdslJ3ThMEN1gIP/Xcigq2bF1qEgZcz/XHCH01npNff02IIV5Z4TZiux3928rJgAMKPKQs1pqTE/N7LVYjRMfJh1jNCu1kiL0Q6ESvhTw+XBhkWJs6MxcHKPAMHn89CuyMKkMZ7pw5EZhOd73t75T7HLAgD/utOj7cT0o33fJ/A93tOxdQX0z4aRn8OGNodI59UZ8LEy6w15LHT7vD3E8ooYcfh8B2F7EPilR52fhm6tZ8A2Hv6ykv0gKjdCTTLdzKyytvLPfBWaeUHXU/L1acvLRN8iNEh0M9GHtg6LTsWToK10+QQy/hAYbK5im+r4oxcVqc7VeCxrgt5wBa1OwAvLNvPwOl7eSDmB2zAaI+yo6oT8VdXNNxIKwqL/BJ0wFx3op+ioRmjaal2RxZ4HFpVDPOzJws84mqrQk5w5J24RZO9OOnl+zBjUmtch8bRzSu9ICh0esX5QQk7DkfuKHgNDw035xEfFDtbrJxfNPcYHTR9EPj7cSp8R2a30kruBIQ0MOflBUyAygX0PRHeC/cSIrMiYaC0GGTldFZCMI23ymdRrG19hIqmQn81z775eDkPPzjbzcBNzqTSYM4LiIG2U3ASZgHR9x0k7Y4Rb5hlaFgwdccP8nz/xws8VppfpyG3JX8CopHnyt3LKRiUsONwxMbLN1q58zTUwlamrECnoMumLMGOC6Nz9QIodPDgLWtUeF8HPdyqkzB3xjRc1pAJQpDFag+TMOlQ7QSPqW649kXD7cwE5oGeC4NoYpB9S+gMlB+khPtwMGL9iIKg8LzCeC9qZsUZOGCegbN84J1LxYGdLQnm2qrTsNL6GXHgjt2w0yIGV3dMMwhRu2P0Z3JdO7TCfFgJLYCo3WF1A6u+yiIvuIme4OpgtCd+XOHHCP53CUWUsBMCyA+mrHXhVeV2piy50fNCkdWBcDSfLPCwsi/pN74wqLZFfjC9wgMvDiaA0WECUj0BUphZDczH69cQBR6nCz3igEQEgUcYvG2EnGD22xFn7FbmCHN6JyLXgxynv4rfVV5CHEhrwZ5FLg4QJyWCzw6c+0xaCS/8K5/GJEQCRag7a+0OTyicJQZYCc+ECzfSeAmxSMv34RAmvQAvCPL1Jmp3jPsQ0ztVoA4GJew4HP6h5B9ys6NigMHIz+DMZkREHKBMfgMw0jt1ILLzdSAWD7KYj3DvzWmJ9CojmLWkzsLpyFocOU5O52+Al8MoVr+L3b34i3cCdDdggH/WrAYoY8DW0xrPK/0s1x0TcsAN8kTU7gj3Qux/F6dgrhNZ4LFKZ605s6s7eTJhq92hden4yYd/AVH2P7L20bSqM2IqX7ym0Q+IZn/nr2ALRIkJO6dPn0bdunVx8OBBFjZixAhomsb+69evz+KSkpIQHx+PypUrY8yYMcKD7S8u1DFJ7EKDh6Bx4Z0/eVOW3IGKKkyrpYf8DIj4TFeGaYL+OxWmdpV9aLgH2ej8zPZq88F5vk6TlsP+jT+anxckQ2Ulgyzo8Nod4bOURxzgzWlNHTPkOiJiO7PosJ0Iexa9xFKjZV8XFs+z9KwCNuYHIr6XBXgnz7iJxe9q0lBIX0Ds7+T2Za47QDRl0TK8Qjk0ne/Vwb2Y/PtbasLkPODbhrnOAHHSCwC8KYvGh+peToEoEWHn1KlT6Nq1qyDoAMC2bduwcuVKpKWlIS0tDdu3bwcA5OXl4b777kPLli2RkJCAXbt2Yd68eQHjSgNsYOUaMC/wWGl3AHEWabXXh1dq/Dy2GiSI13QipjqBWGeyKcvIJ79Kyzs5QcDK8ZkPIpyQEwqzSMAs8JjDxX/rMizycZ/5su2cRK1moU7DJIh4xefR6rvSdmM3A9fTmU2pNAwQtTuyFpbmdyrWwp6FFsxUj3p+Zs6DldBkbcry8vmk+nK6gAhYTyT0V6Mf4l9N7RJce7Ob9Ar1Jk5weYFH+ewUk379+qFfv35CWEFBAZKSktCuXTtERUUhKioKFStWBACsWrUKGRkZmDZtGurVq4eJEyfik08+CRhnR15eHjIzM4V/pyMOGpLdVU7LdRr0M0tL5DRGuXwHwGt3ZIGHpncyVgIPDZdt0oT7rnxeYSCBxWyUrz/fnzxL5zsex0L0f3mwttX4QJydy23NLsyqDEDUIgKhORCpHYHtsfrNjTjjPe+oLKThymFp5TTS50DmaqfWFUV+DtniEy8R2xdEIc/SH85LpDixffLaHcFJHqKZNBSeS3+UiLAze/ZsPPPMM0LYzp07QQhB8+bNUbZsWXTu3BmHDx8GACQmJqJNmzYoV64cAKBp06bYtWtXwDg7Jk2ahMjISPZfq1ati/0VLxqFXsPc5BuTTI1ZeCjoq2/g9XqJhVTva9R+TVlEEAKERg9D6HEaVoMtRdbUyAMGb5O20nyxTlf4JybBht1HiJixGFb3KAmA9L2VJsgY8K0HJSqYy6Yso1w5b3G/yKVFbmO8ICILhuJzaSUEEtsZuNxG6QSEvw8jzrn+FGah2TxxMGsUufqR0sp+O3zdiZoxoy+TzV30Gk7FXz/G9/uydgfwb8ri68sr1Q3fjmWBxyjDwZUWgBIRduLi4kxhycnJaNy4MRYvXoxdu3YhLCwMQ4cOBQBkZmaibt26LK2maXC73UhLS/MbZ8fYsWORkZHB/o8cOXIRv93Fx2ikvofUFy6sykBgUxYNM5l0hI7FHB5KZ6RYaR947Q7hvpvoxMiFszhfmOS3Y9X5iB2uEc4LQ05F+D2539f8b92+rDU88gAl15noZCn6N1nP8J2CnYZL7Qhsj1lbKNaB+V8USHjBRhi4QaQ4qU5g1JdssnGqcAjYtTFiqhvi6/vFdse1JRufMKsVqbx2h4ff2sDJbSwQnpK+AcrAgQMxcOBA9nnGjBmIi4tDZmYmPB4PIiIihPRlypRBTk6O37jKlStbXisiIsKUx6nQhq1pGmuULk3zhWuAxj38MB50F9E4+7bGDfya0GnyD79GNGga4CIEhGjsWsa9AJoWGg2eEMLqDCDwQoNbo98T+hdhac2DCS3DSwA3NKOThZ7XSwg0gJXLRBqiAZpezy7NqDMnCzxGXemv4DpG+hmanMdqcDLaGSGa8aoZ16HtFJrG1bme16sRuHxlaNL1nAT7TdmgoIGvJFaPkOqFa3/El9ZLiPCseonGqtrru45G9OeQPqPQ9DxGX+C7C4fWmTh2cu0KYl3qAiP9zAs1Gqs7F8z9mtAH+von+owTQuDVNLhBB3HjuXQyxv3JbUx/z9ebl9CWp/dTLo1/Bo26ooKM/owR1gb5axr1qQs5Liog+X6vUF6+7dh7j4qKgtfrxfHjxxEdHY3U1FQhPisrC+Hh4X7jSgNMGPHyMxjCdY522p2imrK4fNwsqcA3W6VbhsuCgdPgZyCm2TF3/7KZAOA1WPKsynj4WRj4f2PGxK4ha3gcWl8UK7OUHC7/y+nl2bgcJrdTwGoWKaZ3KqJwbMy41Y7AZgJpKay0OzQtzc/nBcymGit/RF4TQeMM7YWzJ228D5j+Kmt1zNo/Vh+QtfnmOrQyZdEyjLoVTVgAHOu+EAyOEXaee+45LF26lH3+7bff4HK5UKtWLcTHx2PLli0s7uDBg8jLy0N0dLTfuNKArcqcCTz8Qy+mpfkBa1MWDZc7SdlUw3cYdHWRUx1u+ToQVd7iA82EOhhh4qto2mJlQ6wfYdCS6oQKPE7vWC0FGQKLNiWaAq3Ceb8dItW31TX191J6B7cvADY7/op1YG+iIT4/PHGgL+Te8wM5b3KQByGvILw71ywj1pG1kKOns24TYh8n5gUkM7NFm9MnfrLA48y64uG3NgCsnzf2j8DCoSxIW5myjPqW2hoRf59QxDHCTvPmzTFu3Dhs3LgR69atw4gRIzB48GCUK1cO7dq1Q0ZGBubPnw8AmDx5Mjp06AC32+03rjRg14DlcDFPAIdI6UGhcVZ7zsjhTm/rcsfqleuL0xyIHSP/fenDL2rA9Hx8x+oL48rltTv0ek42YfH47cikKKsOWC6Hr3dAFMr5crx26R1cb8EM4GKYMevW89vPwMVBXprgWAg8/CDlRKwmYGK/JLYJUViUBBuhL7IWluRnnNYhFXj4spwKryH0egkKCwl7bzU5oc9WUQRpOYy1J1NasS5DFcf47Dz88MNITk5G9+7dUbFiRfTs2RMTJ04EAHg8HsyePRsDBgzAmDFjUFhYiA0bNgSMKw3QBmn4VADUfqvbZ3W7bKGvFWpu3Tar0QdcA7xE0/1wNIAQjZPqdX+AAl96jWhwsXx6Hi80uEAHHup8oduFnYgXot8HYd/B9wDD5xPB+5EwnxwwezWLI3pi+rBrmj5DIAR6ffqKYnZz5q/jSwDn++zwbgH8oKNB8wluTHIz1Qkg15fsq6KHEclPgg70Lhi+VYYfjEMblw9RKNQEXxn6PbxewvmeGHXFfHToYK9x/nT0WQWYVlAjepimwed3AvY8uqDpfhWaswVDgK8zjf3OtE8zfL2sJ2E0P/Ux4Z9Z5gNFNK6+fM8k9DgvqL8JMXxPnF1dAMx15vUSuN2GH6Lhk2P0RzQfMfno8MIh9RfjfMII7/8kti9IvmGhSokKO/JMctKkSZg0aZJl2h49euCvv/5CQkIC2rZti6pVqwYVV1owOgeADrG0UWqA4BBJAKFR0wFHdlCjjsyA8cBQJ0gXDCFBFHjgc5a83DUQPLLAQ2EDqu1Aos/+dIdkwjkmG/kBMFOW5ktP61/vYoyOxKXpn0Omk+DlWSI62WqaKIDwg5T+mY8zh/FxXgK4pd+F/mZOdbLlod9LFM6MV14YZEKNUFf6Z/35I7bPqgajvlx0AIN50YDT/SjEdqB/dyoIAobQww/cXi/gcnHCMrEXFAFDsOEHfuPZI75FBYZwXSrrzNefByNI0zbG2hXR+zPqAO+GMS542T2ENo7R7ARDzZo1UbNmzSLHhTL6DJF2btwUnO9UNbHB0xVTXkKgCZ0GnWUaq7KYyUYjgnbHC5+g4OsgqMADOHsWyTo/zSeYEZ8WzEK7wwZeQBBuqMBHB2Uvq1dfHcL3S1BhAMYvo49jupBDBR6nQycd/EospknkVvxpRBx8RHME17H62pxeNphgzTRgtIMG2Go2414Ap3es/IzbFwJe4KFCtajd4Z4/P6uy+JVFvORHn2tZuwMALroWx6GCIt+++MmaUV98+xG1OeZ4a0GRticKr91xa8YqJSrwOB27OvN6ia8/18N47Y6Rz78gDRjtj9eisnJ47Q5bBRz6OMZnR2GPbLc2++CIdlvZRn4lbRtu8nkAPyDz2hl+FYvZ4Y+mpc7IguMyjHjCXZf31+F9eJysBQP4OvO1HWIRJqXTP1vlF8NoOrm9eKW6o+2O9xFwKnx96K+w/e5GHvl5NdLKPij8s1oaNsnjvzsvIJv7M3ObEdNTPyfR/0neUI+lh/j7yP6ITsb8bFnXGf+e9kfW9SPWA+HrAuD6N8N3h7Y1VrbD6ywQSthxOPKgww/EciNnA7zUsRjlyA6RYkO2OhRO7EScP4CbO1D+wTUPREyIA+eoxz3o5s7Xlw+iIERomCTw8EKP05EHaH9xZoGHjzPSCHUNc6cpDvbyNYt0+5cVK8FPFrTFfysBkW+TfFvl44xnmrZTWeAxPjuzwuy+uzyQ8+l1DaHY3wHGwE3TCQM3xN+EX2DBD/R8/+ZkhP6G/w5evo0RLv7K3d4gGELKjHUlIjYu+sFQAetqTU5tS8DU4/5MWV6v7qxHGza111LnW+rbQ+211MQRGipg9s73qjEznRea4MRIv7+LiBsI8qYswfFRMmURcGYJwPAN4ByU4XBTlqgy9733OScDummT+AYSasqSzQt6ObANY/XM+5YRABo1KRo+aU42kwLWz6TaJM8//O9r6UdHzCYZPi/fpmg+OY7WnVAu50fH34fTBR1qAtURzaV6uzI7wPMCUKFXb5O8KauQiM7c1JRF/RY1XwVqfN/v28AScP5zGQgl7DgccSACZIGHhtOOkW/weidqNFQv0XyCkE9QImCOttSxjffdgc/eTfHyl3co/OyWOrzyHS1AhPpiA4nFihCAzrYNYchFnUc16hPgExQ1fdCivazgr0O43t3B0HoKJtw82BgjjdXgxJel+0KJAxD1qbK6vtMI9EwSi/ak5+PzW+9uK68sovmosAjofmR0MPdy9e5UrCYfdOCWV2aZ687GL8w3SNPdgnVfHGPy5qbO4/zO89z1ADi+rdnVm30d+f5tVq1ZrcpikxCaFtzu3JzAAxiLWUIVJew4HPuOQn/Pz4yotoI5qJlmTGLHWhq3DecHWLGD0wU5FzeQyNodjQk/dE8OjamFvVbaCpi1Oy7NGInYb+BwCdFKswMY2h3muExknx6xXfFhhiOlOGOXnellAYcXmpxKUZ5JcWDi6ocQX9vTjLbETUyoAG44yROTdsclCDwQVmk5Eb5erAZuevvi4C06utsN5i7fZ69mOMAb/aDe8Gh/AEAQepyIeG9qe4OLgRJ2HA7dkdbFNrYxOgrAN2gwMxVMKz3kGaOVKUvT9GMhNA2AVwNcvo7V994wZxlCT+FlrIOiIHcSRgfnqzdN6ky1/2/v26PtKur7P/vcmyePvIhVIkICUlhtBQ2hEDCigGCVIoIsClEe7YK21i5Q0fKD5WOpSQAXlQrFBulCayulsLAo8qgK8YGooQgrvQQCJRalIGB6A4TcJGfP74+9Z+Y73/nOPvvce+69s8+dz1pnnX1mz37M93xnvp/5zndmdDxE5nlvqmZl6X3EqHdH75k1oElDA9zlFLSHreHsmSXk97051Wne9cQjlsP21GPudfMhGWq8qYdClyE0KwuZjofIvI4JH8rS06i1Puk1Y/R6MZT0xAbJcAe9rWwoi5NmoMqYa8+G690p9IoQngasGaPI/0r1q8q74w4fF7+rZmVJQ/lNXd6gDhLZiRy00gOa9BSKTJwIQi+SeB90bzIwlNUiDQYyy+z1MYiHxDS2kdoi+n6mwhPCU/A3ybtjp+MDcBtP5Q9lKfjeHWPs9MvQ7mrMUPSQEQ1ieLVHh8ftSNNf5cUF3dgyMyWYkARKeGKGfb+0SF4n+J5Dac0YTgYp8ZF0zTfmRl7Mu2M8RrCEJ3ZQ/SpTQAmPblrS8gb1kchO5OC9SN3Tsexe21Sr0NqY0B5jVYyAPqeHcAayzDSsziqaROFj9VjoRoIaBEp4lLJxSaZRzaxxoStLFx4bMquDyknw7rQUnOGsoi2PVFAETgyDIcI0AzmnykBloRfJSY47BMGf6XJB05SXhCdmuGUJGW83jmIqL5InE1fXcHPvjr2ODwGWaXADvE0HzTxT8u5YwhM7KHnma+3Qzq07BGxJj+6U6XuZoStlvTp8KEsPkWrvDlBck9E2Lf7mLIhEdiKHVXJLaqSFpbTnJ8syEhehFTlzeoxt0xso7rErB7IBuIHK8MdtjQtAxRsfYOoiIT2U8BhyBxqc7MYw0aEsd/jKEiGnh1Q+N88yZzgLiFdOEoLDR8o/pw0YJzw0zRJzmHRruO115j/KsshpTgHXUwH4vW5qpH0ZhToffbtIXiken/S4XjHA9YCZNiywSGWLDsuDeoLs81RZ3wFGeIqnj3/ZRwldTlc+ZTlI2EJOep1mpigh0HRWVp6Xq99rD2F5Tg9ltUulyjKUC8tawgMUe2w1qDnzEGucaQIBbzC1ktveoyJ56eKC7jXKKHB5T/gL62mPj86r6G9lPTqxxwco8jsnMpJe264v4a7bQY2Va7Dg3UuBXmN9I7HKiUJ7a/Qx9eAoRz/8tOJbug+C17mLYLJ3gf/s2EANMa2DXEe4PGg+cy2sPKjOWFlRnaL3atYieaZHAF8npDpGz1Wn2bLTts9fW8vKzOSPmCSG65H7m1/Ddcukl8d80U6tV3TR1EJ+MG2/I7N4RdYRybMTOVyF9qPyYdy/rCdJgh9pkBttcN2pm3atBe21yBWg11mgM5tiblidnq6d3mHX19G9GjKurxTGPJTV0obLBI0q8/wmEB7A7WEbZwVPN5ntORoYGUoTn0HS6NRz8ugoQYcWwrOL3L3FlILnoQBIHAVIPdTnyFCWXhtGe3daxFsBWC9PjKBtmN5+xJ4DbBtGP+5wqG63nNgdPbzCPLW0DXQ8hySuLlZZUVi5jS4ujA+TmnhNZWdl8VmpgB7ysgHwNsYp5lrZGYnsRA7XYOhxWmvHzSws1kNqK5C9jArFpsNX2m1Oh2zopnDIFQZa7sJSeRHQEfXQjG7cAEZ6FDVEpZxAghoVDQ6FKxeEh7KUfqYeglHKJTz6+RHDHZaRj3lwsv2EGl9Ortn5TJNH5a254wR5R4qwIQKCHRBwb5Br0ENDWVpHMxJz4s4ytDFqMYLrFF2w0qaHjXY9/UJZF91A5ZaSO4ixg7f7VM943I4m0m6aPExKOyGOzcjcSQNAOYQPeEscNBWJ7ESOTp6d0Eqa+lraiJpAZNj4HcAaece7U8ad8JU0Y1d62pi1VTlezQI6pVkbVH7Gi6O/M7d3qfNS705LN9/ln0GnBTehcQVcr0vouOpa3vOr8vDQ+5oeJZoy9dz5BTlA2e+A1PVQAKROMh2lG6fqa6wRjBPSu1HCo5RvvLnRtu0caccU2ahSuTNETTvoeXeKpwNx90FcgghoPYORGVArLgyubumhPN1Ro5056t3Rwco6+D3m2X51kWJ2IodPXtxvmseLEYAlJlbR3XHfnFQWOr5NY1c07Kaa/rlY4G56R8uo/PLmbln12LUdyiK/nWM3tknfQ++VZWSNIq0dsbwA6m1gsTKOjvl56sRV6ABKfo20147+f2j+GOHVM69ewpGDa4iobvI0X0c1eOyOkS/T95hR9X/yc1Tvim/pnHudNt6O3BxZ8Wd2WYAJhKxHtK7pbykujLZ9bhyPE98EV7Y8dofGOuq2rMlInp3IQRW56O1Shs97PUVPSP82QzG5Ksf07ZitHuZqKeVsm8D3SYG+d1Z6laLf54mOMcOJbcjKrotSQDtHOUxHh67sPk0F+XF7ToU8i1kJLS1rVXh39MyQvJz5QLr6AGDWQ4kS+jUFD0FG409K3cn01F2nwZW9FvZ8+QD9SAUzK4t7KGgcSoywHikiODbUQL07tAce8lAUeufLq9BDOPctvBiFAKmnNdbhZT6MpaG9O9IwVXEdvd7XL+q5MOvqkDg5PfMSXHYN8LRSHZLjwqhNKOuNMJSlz0kxUPa3lZ2Vvx8OEPsSB52QyE7k0ErJFd4PiARrDPT1xW8eD6DP9dtKmrrymnWHSGyDrtB0OMtx55bEz5IYN1BZbx+hV1XOynN21Wka2KdcP3nM3UgNrVbSKeUOLbk974zoJu+Fu8f6Y2PHy+syNx2IO+DWH2orSXUZhKw36JU6I6bXTZeAyNwJBTSGLM8AvWZ/RgxRq5xqrKdQt2PVMd0WCSTDXUuGt2cSiXY9FzQNcOu/1ie93xNYcHKsZBqw5ctMvXA7uEV7xpYcIXLRsXR5DrQGinarnQPZgF1eQ28Qrduydq4w0NJDW7aTSF8qZpl1QiI7kcPtPQKSZyfLeINKxrsz0vOB7fX060qapjklctOER1dmBdjZWbkq1xiyJEc3DGYdE5JeeMN04F7Z4MAGK+t9xPLyzzDjxLEKDG7Pu4hBZ0ZJWaNkvDva4+MFPFrCIxkj+kwdEAm48RcQjGJUKKugPyyT1o2phCC3TFnvDp+9xnWoyiumO3S2g2JjE4HM7IundSv2GVmdPTtpxl+3SGQnckgNKvfsOHtjsZ6PbURdRadDWZkqF4wy1rrwTLTJs7TRNkNEkSq959IvGwmzOGJpTFugniwbvEd73zxQWZnfpdxLwmQC/MysNX/jVM/aRwjfWxE+1zmmwu2R63QtQ9NIlxdnOiA+YlLogPRBnLgRY4isp8o13lQWFbOy9JCeNtwZnR1o6z81RJLnJAbwoSvXWWCJszx7DQE5kTTaoTNE0Q/u1YQn9oBuDdrRTTP+xo5EdiKHrZO0cvqendCYLSU9erNLvxLA3MvMXlBZudS6Jjh6pkz5BpHqvenNaE+UiZ0hK4cic3qARawNiWmClZfe5DNXwC7dIKisdAmX0/eROcNZmvAAzYkPAMiQAtjUYNr7VtSjY79DMRWA7ZFTK2caZ8IFdfxJK/JGtdp4A9YQ0Y8fM8Hjm/p13ZiO+mWGsKTZa3K8iWPYaUyU0SPr3aFLG9ghrbjhcrHiv04z/saGRHYih+zOBCjbpz1lfY2zwzntWbOhLEWvKRsJsxy94gtLkV5kpHrPh/1M3BExyMYYoUjWS6o7gdzlvdoBr5ke6kIrw6AePy8bUusyjz/GiaLKs+Nndr+5B4c2tPT+ujHOaGNK/p9YSTRFPePt6ktxHb1+6qwbIxlJd+o5jdnx4w1pemgXdD2URZ+p20Uro8zE8ACImlS7OgaAkFuvHRNlVq1b1sNvn6n1DChsAQ2Aj1lWdZHITuTQCuoHqkHcI8VdZJCMa5f7omgDbnaZzoixV0V1soFq8kqahZs9TuW3ldeSHkp4KJlzjUaRwAOVAZgVlQdgx7gHSOXXjYTeR6sFFISHxLNEKi4AvvEGBGNkjI5iBEcmN07Pm/XGbXrxJO4ZiX1X6s7GO60b44C8N9cxk658PXANtWuwOQniQ1mmPVNgwzFWVjHrGZcVJTp8SIsTnKk4468O0jo7kYPHRNhGU5HfttLaPbPopzyn+Dom/L6KNNh6RohuXN1eaqwLC/rucGUqu4L25FjZtHObN4ci+a28imE9RX7TOB4tG/scfa6tirUscqh4Z8oAInmRSI1zSUDH3GP/eqqvVJeU8/zeFW084JI8WV5cZrTe+vKy5da6BsAMZdG8dq0rty7r66OFKj4h2Umf4jwnPpw8WlmZemz/Crf+e/eYsNJ3DaUU8jz36liRrmM17Tm33QfLaz2Fpn2CbeO0XuW5cts1hXJI396zHfN4aQckz07k0IonT0EkzF2cgmivp9tH5OWx7gnRQGUdwAvAxLcAZIZReTpWlmwbMH1g5ZXDurt1o2jinVQoULmIXyoqejkjIbOztZBnGGiVgaK5Mmv3mCG/iSz8WFC+su7ZmWRFephaFwMxD9R4UN0E/LgdpdyepP+83hav16Bkhk+fLs53HsriM9cKEYeHsga014fMLPK2RokQ1HOI0oDSIUDq3XE9gZSgkPjDwGy2DCzOCW78ic6PiGVlQOqjizTjb7RIZCdy0MZfnoJISZBVdB6orM/1++JStOcmLsJY+HKdRpHG7GQDbqCyOQeYQOViPR2UMTt2M1CU92yhnN1GjHvMMA2n0MBSQ+5do4OVVXWQMidBdJhH67Yeaszo+8QKWh5SJ7jxljodtD6G4k/oUJYbSF880TVyzQlQ1uAxTlDwCDXVG9djkTlpdPiGVjUtO61PurMDxL98hgHpr7ne0SJRlzvN+KuHRHYaAKvooSmIoV6kNTp0iibdCZ0vrKe9O62sPMcUHoi9F+n8AiU6gDLxRlpOknenTqBynikzM6ule06lZVJZ0XjT9YliByc89gSEnrcSe3iWiMuEh5MeSuLZ44QebTyQPBVuBp3PnznEY028Ogqiiyzg1vPukEDVJqCKxEoePpfw0Lw2j6NzsO2fcUIrZbw7nq5FLDanwyHEtenOrvvxO7KezmX9OeOvDhLZiRyF+19rup1hoFdotYrsKn67zYe0lLgTOp16zacfZnCD+5qwzoJrJK0HTMsqLyOIucuby8JM089gekI5gF3lcIz27hTXKjucVRrAlpaXinulVoASD+UZ8CrPDv/4RtvmpcNXIW+l9u5wvhUbOslLKoBvmCgJ1MbJGiT9HKVKKsO8rUDmEJ6YvRSUHJpj4t2RljaQPINcbjRNd1x0AK0ZjmHewqJti99qc5mlGX9jRyI7DUBnz47bi+Q9H4n19+viUtwjIJNDlCSGVnS735VuDHIzS40uWCZ7dwB3uwhNeIC45aXhGXAhnQ4zyJ4d/1giPDpditkxwzg9LV3vERqaMenUoFQYnOrYCncoy2xxQuPQyqVwY147huoQhROvQ0hK5hjpenE79Fl0xuUA81TQeLAmEESKNONvbEhkJ3K4Ol9oog5WBqm8fsNaz40J9NfiUtQTVjSi+oxLDqWAxlwVW0pkxJvTIsbHjaFQrncHsNtIEMIDxD3sB/hEh/YkQ54Ka8yVuUfx7eoc7YXTLU3c55U3BFnXI+JW1TPaAjm08vGHsuQOiJ/Gg221d0cvlKflm2Xxeysk705xovgy8V+EWNeRETfwtBOj67pWOmq8Yw+CD7WxlFT7K+dTD6FrA2iabu91yIKZnIJywgr00hp+vGbMMuuERHYiR51hGb3hoOvdcTclNOvqKCEuhZIkuItLtVEE3GagHp54octOSY7xSPF1iYqgGrQy39Olt8+g+2Xpoa22WbOo8O5A76BeEkJNeNrQnqH4Z2U5MQIVnh0vbkfLWwhSdomP7+GgRCfjxjvmVpV0dh25VXh3pPgTd8jP75RwTqC9O/KEhYjhlIMNiZav73gN2VCWTBglubmdGLM4KtEvM7soZv0CjMykgOC0eerokMhO5PB7RCHPDvfuBDw7JI0aeDpma2d+2LFbOqQVM+jiigW0MbA9E6dHlJHFyEA3/NQyJD2ivPDYZJmN3bE7nttjTXgA2yNqT6AMxgqjc8Iwg5TPT/PjeySDrBvWquMYQb03gGuQvFgeZozrboFAA+npcAz17nBPa6wz2Jz3U4IBV4DrDbNDWfZ6WW7Fse9x0Gm2/YKJ3WnCsLIBJYMl0uapo0MiO5FD7oHYMXtNeijJsdf5AZCAjsJ3I/Kp54E3sM5aCxHHBgC20Wu3i0pekB5LeJSy3jFD8kpPTTtXyFolGcoKYmdWmwbbXwyZM/XczLwqCQ+Uvkf86G5YhvTAjQGqF6SsiSYfygoR+JgRMuCyIZJ61pbk8CnonPSYzgfxVIB5WmMeXubDpI68iG75W95Uz1qjcnM8GJn27iizVlirYFROsHLM4B5Dys/cuifFalLyExgGpJ28okqTOgnoNrNpm6dWIZGd2CH0HgtYo+26KklgbW4Nvq4YJo0MZSkURsigVTSw7XJ4BnTsNotb4V1PmG0QLTlkDWPJg6Q4ppayng06DV1P3R8wzyQLvWU28K+pe8rwIa2gcRBUgbaHtPENPceNr/KPY0QdcsiJoVtPWefDMU4kjcSf8M4H3aS31SByCFiC43gsdNk18Ql02kJeaurZ0ENZ1HBTwlPeeMLKPhpwj37aPHXsSGQncjhDCuCkxx27twpdJ36iZO6k/ttnlm2RExNQPDd2FzCt0EW5MofwuL2f4qOn5PtxTHa6Pp+GrmN3gMx4d1DOzmohK67LAJERxAb9itKQFTVKxBBpvbQeHZBv1wjJMTvUw0MepxB9L5IbIgCOMUpTqV2I8mLHXLdcz46kQ7x9Y+cJGRyQyOhEC6FLSPqfNk8dGxLZiRydXMBUQe01bqMZWpZeuzEN6SFGSI/d0sWlMskYRga3kbAeHV3hbUC333jqYao609C1d6fIq40OoAlVlsGJ3WkENK9F954W6lrXN+FGXrwmo+flhQZjg/veFmkqtYwQceXy0gQnc/Snijz7x/y5nneHEOmY27GQR98Jgi9mQjjtvEv+eJyY25apDGT2KcwwqY5r0EscUPvSjp4mhjFpk0RefPFFLF68GJs3bzZpGzZswLJlyzBv3jxcfPHFTiUZ7bmmo1DO3PmGoukw7F1/uHvTTdeuS3tMN8bMld1ojpIARdL1vWKER2ByxWRDjY79tEljoMvcJjIzMmC/9bHeUDQve5NaxnSj0Wih8uIDGN0CBK+NEtLKa5xv2PJK96L6w/XINXA9K2HPweXAP5IcjXemZlp5G19n4dZLKrOYUSUvqgeyDOHl5W0RPU83/qWbgOZlHaXvEyOcuiWW3Z73y2/bJpvu1ikto+LYlwmVG713kzEpZOeFF17Ae97zHofojIyM4KSTTsLSpUuxfv16DA0N4cYbbxzTuX4AV27aEDi/2TVu4+DntZW//A1twG3eJu6wHNr9Vx/L522+du4aEaVQEiFCZkyDWnSu9E7ClAhZ2enzkQoMIH+6S3g8MuNcIhsryfjSortGzX5zPY0ayn68dxWIi2+QfMPDy+4YbaI/ObtXzp4XJbS8EJaXPqZtm0kW2pwQSba/A69C5Bg7eB3k+sTrEm3H7PW23eNp+rfWMU2k3Y6cn7+pmBSyc8YZZ+CMM85w0u68804MDw/jqquuwv77749Vq1bhhhtuGNO5fkGI1YeNtr6OXm/T3B6ib7gcxs8ID+9NxgalfA+Uef/crfx5nrvkBy4JpMSGyol7d9oO0bHndqmCMGqvUdTghMckc10L//du4+sTHtdY+dfw9Jh1TDI85pOHzkn1jRDttlyXrV7Seuh6eKjHIlpIRBDyfx1u8/x2jeuY/k3rLvdSFOfHqZw9QFV9C9VJV0a2zXLTWD5YmVHinBOZ5sqXfRMxKTE7a9euxZIlS3DhhReatIcffhhHHHEEZs+eDQB405vehKGhoTGdC2FkZAQjIyPm99atW3tWtp6DGggypTXPc7RaLZPGG8g8z5FlLfClw7NM2TSlymBHf72Fdq4woBcuZOstxBykbCujPuBTz4t9wwYG/OBGLo+WUuI0dD1sBQC7kGGwpaCQYVeuMNhypwRr6hB7ECmAQnhZVhKeQreCs7F0Q8oMiO+l4HE8rrFqaswOUG+mjAm8FQOUVTDNyikzelmEUrB9i4qLxr3MYwE11uI0akFeLjGyxjo8G4vnhQ1E1m2masYq8ICvY0AKgh8rJsWzs2TJEi9t69atWLx4sfmdZRkGBgawZcuWUZ8LYfXq1ZgzZ4757LPPPj0qWe/Be5H8HIRK7iu1a4B4muPGDPQQtIeH3iNGGO+L8eLwb5DzyjnO86IpMbE6sMNW7v0UFOgQQ0FqlCoWG1QlGcqV+79ECydmR+5FmmMF77/nvW/hNt41eaBbzT1CMULqWfOhKpvZfkt1L1xH4d2LpjnDWeNSyt7B89AoWXYhOfL2iKYBcgwhr3NuWxd/nQx5b6ThQFc+TLawaboN02n0ejpMatP8ezcZ0axiPzg4iBkzZjhpM2fOxLZt20Z9LoRLLrkEw8PD5vP000/3riA9RseGAn6F4Abe5vF71go2LS/rUm5+MwOF+BsKSQ40QNsNUnYJnS6z/k0DlFVJ+GggMpVbO1cO4dHnNemJOmZHgw5hqdxtWAPkxTS6zKgX53z99Rth2djr87GCE35exnCgN70eYhpNNx9Yo2SMF5Ud4iU9InkJkUNzkd/eFXm5XKvkRwOV3c5dE9CpjU9B8N0hGrIzf/58PP/8807aSy+9hOnTp4/6XAgzZszAnnvu6XxihVY0PROrumcks3s/hoWk6d9CZaIG3+SHMp8Y4c0kM3ILyUX27hh5gBsZ2iC43h2lLOGxMT9xk0MAbvCCyitfNmTgq/IVv7t7JdEARgLR8AAVxsevV36eIs0NJCX6KRgbrXc0f6zwZMXSpdgnfb745sehNJ9QhwhP1KRH2U+I5IRtQHWHzs2nmA0gcZmwOhZ7rGYdREN2li1bhgceeMD83rx5M0ZGRjB//vxRn+sLkC5bJ4WXGLjbsNpjmqZIPv1I7sJ08kdsvBUhdXzoyQ9QlhoAf9iqTY4l744hhCLhUcbTEzUCEa4hA+Qbo1AavZf7oXm40af3iQ6BOknrpc6n08x1cHVNkpVMCuxteLBt9MHJHdowKV2nud/hND6UxeVr0+NvwwBZHvSc5PniMpHS+FCW+cCtk5zwAA0Jgq9ANGRnxYoVGB4exte+9jUAwJo1a3DcccdhYGBg1Of6AbThDA1h6fN+wyE1or6x6af1FsIEzTfKAJ+KznrZivec+X2VCRjUsuOEh94rWtCYnVzBeHfIUFaRTzbe3JAVx+SygNGR4na4nKOGZMDh61goT/Et6Sqcc1SHdJ4mzS5y2jBUtGH8GmbQi3SZ8NDruFyMvPj7RAxPPoG2v0qv/PsgeB337jjvAv/ZTUQ0KygPDg5i7dq1OPPMM3HxxRej3W5j3bp1YzrXD9AKpmfDODM/yAqaRWY968rfJoLvl1WcY3tqKTh7YhWzPxSAcrdzZSP3ve5GJNBloZtNoixDISc7Ow0AkRUcWehtIqxc7OrJ+lxmyGF5L2VnqrVQ7JCO8nQ0vYpRguqg/k2/eV732J3tYf8XfRx6Rq9L0RvQ8qXZRfWg34/Lq2hWyjZOuXKj11lDW7W/GBy5eZtaothHLEMz5MVX6dZtvzdD0rA4SkoAceV8cdd4d9Navaq1s0o3pDXQm4VJJTtc4d773vdi06ZNWL9+PZYvX46FCxeO+VzTQZWeT3Wt3jEYEDeAE3bBBTInSM2QIfjbReQq7o0HrU5RUlYQnmJJfpil+TXpKabkS3Ir5MWnoevrWmb/naIB1dP1zdR8VeQBgPaESqFLqBzIWvY7V0CrZNIVW4QYXdSEHBlLc7eN8K+Hcz5EemKDMdyhqefCtGAuG3/LAysjrZPuvkXWEOnfpj5GboY6yqtiqr777ZLB4t7UmyPIC64u6farCaBy07+dqejKtQtUTjo/JTw0zZVf+SlYoFniACAbqBYvMhHFHjdE49nRWLRoERYtWtTTc00G7yU7Hh6jsWW+HFCZ20t0e0Gl16LNPRql9wJ2nZ1cGx+lHMIDFCsKx6r3tFJbg2EJj1TJNfnRXjHj/UJm945BZqahZwrIM5QbgRYEqmgobE+yTbwXjQAnPCxdMkb+PYQkoeHV6VlWGPaBAZeoS/tOxYROHRCRrBEPj+Sl4B4e/Rz9W5Nxsy4KIYixG/A6HTZPnRw5UQ+PTxC1vKzXGux55Q0bIi9A9jzRvRFNHRH0KtSpNZuA5nRjUNIOqmIPNpdU+3uKNRXRkZ0EH7xnZE8UXxLDp8pdJ00ze9ojKpQ+Y4SHuofjg1shLcFp6QUSc3kjUHd4rzhPFxls56pwehDvjgIhhwpoZXrhQT3c1zDSQwlP3iq8O9mAaIxow6p/m2/msXFUVlmiEzJGsXt2AFfPpOE9PiTTyUtBOx5umjv0pxTMcAwnPDGDEx4pnXrCvGuZ94t7C3nxw95INEJetOOgWC+CdnRN269c8qMU2fDTkGapI8z0r+zg6lAG/QYxLyRbF00PJeh/KPvxmLXTA2QxAnAbSuXktcf0+n7Yh4cbDnnrCN4LkhchlKaha+9O0eNxr8/LXpcyedxnRQtHQcL7tFMi46V3SOu2+HHLCzXrXjj+pPgOp/Xb7CLAlw2XC8/r6Fug/XIJN2/rOGG0+WKH02YI7ZWoZ/DL6MqL65n/TEoC3W0iUoBywjjD6UGysW4AJkjZ70n6Fb16KMsye1sRNKPX7ub4GX6xTQYNfqUBygA0GSltOpVBcEsN480pCY/g3Wnp+yJDKysEadYiUojebQ7Adnt5GnIo1XJjB/SQFDFGVd4LfR3VNeOpKN3q+n+isTsxwngNyqJxL4/kVaC9b3d5f5Bjqqf2OqUyzxPGg21j9oTx/1Hy7DjDVkyXXEPL48HsfXS95kNZ1mMI6LYsUtUysP81kQ/xrIdjNV3yR9Opvtm4Rd9zqL07NKhbahqahkR2IodW3LQPTz3oMrmNPw1QpkNZ7jg/JYM2PYPK9DR0PWTgxu4UhLOYnaUJYisr5KpjW9oxy017c7KWITcA3KEshHvkXo+dpNl0QAoglRpQfWnMjaupl8jS7KJO0K8mxH0YcsyCbOl1rsxAji3h4cXXcuPBvfR+MRNEwCfRNF0a+qMdENuudwploO0eCXonw6SU8DQZiexEDqrYGmkKYgWMM4XXTBqgzIKz2bR82+MhaeVxq+zQ53S0pwVnyr4mPEARx9MXYH889+I4WUkabSCpdzE088rTwQgxlg7IVJ5dRHWIkw/ejlGCUzXLj8qKEkQbf5eRB9sX0OdjBdcxwPXsc8+X3AGp8oJlRKdoevEkt66njUATJgCFMc5JxXYbUX0s5eE9QzmNHxf1RqnwPjx0ga7YYMqeuzLSZQwtIlidx66GzPcPcz/F6srOXlyqASuPmlaQbAZasTmovUz5x8o/H7Ip9Ly7smvMwuIGBU59LBKki0h9hVt2KQ1w9VC6xuSLXF6uLrnllWTIy8vjdopzcPLQ62i8E9clV4Y9K2HvESpfRR2R2jWbro/9612ZF2l0iw2a3mQkz05DIHl4qOJ7vSQhLsA2rDZWQk/PpoRHT29VJaOnay4AiHoaovdeZWdOZQqtVgv+EIEmlLYXxaeia9LCvTtaVpkq1tEZIHLSU/WL/2aipTAKKFV2d9nU81wBAzqL1S33UsGw8L/B+109WyZ0PhbQstYZYtA9cePpqVE/uY7SYSwejxI14eG6peDFn1TN9uMEiMpI355exxes1DJr2mw/4x31KpPNw/WJf7uzr9xhK2kIH8T77c76K9KajOTZiR3KfkRDDtazFHpOnNlztu55dgI9AtNzUvF6KqQGkp6T8rjpfm+bp0neHQBmV3iTh8g5ZltkEHpJ2jM3WZX4zdPc9Ko0u6o1v09skIxvyDMhe2Z8+XCDLemum8dNj1RUFqYShfWIy7I4Aee8vZXUroXaMNezze8XKzxZmBPuuSo982Xmt0u8Xjp1Ulmq1QSZVSF5diKH04OUZmNVER5Pmf1YFH/dBZRKbhcv0zZIe3hihlQZlSq8OgrFkGCr1RIbR1cOfH0KwFlksGyDtKyK0JwMebEiY9HbLoKezCrK0UJaSBAtFAWp6A8JqkB7pDRN6hUqFQ5QjrzjDaAsK4+ny2zP2otxEldTtvKRDLWeXWS9RQCNP/HXK4oQYgB8y40/yVyPhE4352l8CiRyCFCB25mVYV2MWcd0OVNcWO+QPDuRw2PsnMkLLN/kdb79NMAd37bP5I1JmZcRoiih7KcwFrn59mN47MfGPJUEhsTdWAJIY3jgeHfaJK/28Jh7q3g9YQah+BwnjifQizRdP5g0bpRcebvpFNq70wgdg0CuhfJWxqlArpu0nrnyYo8TZB4tqFeHbDIreS+8toromOTh0Xl9DwVN5/fubfF6CbEdV4I8nIu60y+gj+LCaiCRncjRSenFBk65+UJKz40O/02D1Jqi9DRQm5IenxzKBkVafNBJAyU9vgH3CU9DDBEAP0DZ/OlydlImSR87GZVgwxo7MyTBtlXDCHzoWUoP101fBn7dbQAxBNxxb6pX8MssG97OusVlwImNlB57neTyoOn0PG/n5ZCGKjLI9c/XNcBO0mgq0jBW7FDwh64gLxnuKLjzTRtId9q1m0YJj7t4WZFYuDJjnoao5UCn5WsXsB7C0rPXNNe3QXpWHtI09IIAwiwymKviWrMBqKJDfeWQFoqfUW/WqBswKUDZyVcsLuhfXj39nD6iLuxCgxFCKZi1iFjArS631j2dJnkVXSPlrrejr1PKLpRHFx7UOgYS6Bu9HSrGxr1kKisnTRiW0edcWdDrio+zPpgCqJyaANO2B5YdoW2c6diR63ziLC1WWdzRTaOLetIp+vEP/XVCIjtNgLGZ/pok5rtsKEO7LHfaGI5H5VMlp4Qn+kaVyIqCNhJ61WmZ7GUs3faizYytkuBYDlgQn5LtGMJTyLGQcTtigmjArQQAd4NQu7hgpqjhISSznHFUJLoNJSfZfJE8/a1fIWoPj6kELjmUjBCVFx/mysA7GlxWrgG3hs+P24kWNGYnV8VClTomDC1rbwOyCsnM3J7pmc6b53A2mdXpjTDcgXYMIAsxKkJ8aBrRu+rOLm3Xiju7JEjSr5iFVo00jBU5JPekyOaVn5d+U3ckd1HqD38mbz8V2PMjhCMbQV7+sR26koaw2m0+5GX3EGvnisTqKBO/I+2LFau8ROihBjNcI++XJZWpblqRHnh87KLiaxApPx6sOEWMDuRve0xuL+iLFFtn8zZAZgC8mB19KJS3rsy4vP3zVEb8Xr0u4DiA6QU9dmTWUc/c63wZwcnrf/vv0DQkshM5qHJyg93dxyc3fmPB89hr9XhtySGi9VMY4lHG7tSXF+3pSGluAHNB/DS5sUSwXS6O185VMwK6Ad94O+fK37kteCfDxI/l34FXYY1w1EgBt/Xg6FdO4ncsofbaOVTIDH6ZqTxoemg5g+g7IGkhxp4jkZ3IIVZ8JTcA9iK5Aigl3a+4pF+i8iUi4xCeXEp3DYic5hqanH0rpRjhcUli7HIDgJAHR8xaoX8h0sONmX++i3edTKSA29GBEx4a6M2zVsmuguRRuYXasOjlBJBCuISnU70L6Z2kX/Q677FNlFkHJLLTAEhGQqfT8ykq36/weZ4XXhmR5NB8nODYNEoEbT443h1DcMp30IsK0vzRgr+cUq4RrzOMJfYkfWMkXU/1zLtvjNDy4ISHeCm8S7x6KBmiauPtTsv3DVi0cBhI7p+D34a5WarIYaitkmXTLHKoG5q0EGMvkAKUI0dIuZyofPgBkeEPIG8Mamd92DwKbhR/8TtqOPbXlR0N6OMB3e4igi7xCwUw56qQhp6FVXwrI0SzvUa0g34ESr+3sMBgNlAa9AxQGfiMrPrGCOTYBrvzmTPRB9wCVk58hlFZRahueQvlEeOhv5WT5m7foj9cXvr66CcNaFAdA4C8VWxFIs0AVK6sqoKUtcz0Md8uws7sk3UuSqSFGHuO5NmJHQpeRZd6QR7r7tCgcnbvPJL1rvhxzIZI7OmQc9zbFe79uGnuRpXkA7dHZDZMhZVbIxYVBHxFqMzqN66hc50eUZU/SvDAbT0k06Ec1d6czkMGUv2tyh8NKmPC/GEaLh9ZVq4BdztzCMpSIt9RI8WF9QzJsxM7yOZ5ABxvhbPhINwphyadTUWXN4YDqEdD96ypd8d+mxebOBl0Ad64GblQWs8IT+ZNN+fyCcnM9+4AZCNQs9R75KjcLmKgVArpuvKLEZ3RbBcROo4W1Ah5nrCWQ7hD3hzZa5E5x1TXqJeCbnDpbRAcG0yjkjNPBQCE9UvUK4/khb1a1vvB5Rb/RqBO70hP1afrNgGefnGyKJMaoGp5A3t/ujVQA5Y3qIHk2WkChI0YAabsJE3sdQsMXbqOR+VbI8/z97aIvUKownOPj9xAyISGpjkxO/qDcnsJco+cXodYqSFBp9lYgDMjS7wFzRvodYZ+8/RY9QsAswxl3RQCbnnvW/JgyWly+aXr9HH0hojKi4LEPXn1E922Z259po/1XiN2mdE2n3oOiXenyCcT51DcjrmMtec6r7S2FW0Pm4xEdmKH17BKFVpm8vzbT/NZvZvOK4P/7NjAZWGmjOfKO+d8akw3zwP3sNtqwCM8lPREj6rZWKPc9Zwbey4LTqjdZ4ymEBMImZEYw22TZGMk10efxHCD5QbTw8kfJTiRrrmO02iIonO5Y/DdAO/GIK1N1DMkshM7NMM3WlhjATP27X7gKTFX9LB3pwEMX9mPZyxoRa+UUdiz4zYERGYkDyU8lPQ0BkbPiHESs8m9wDppo0mPBuKigsy7g0AdZd8hIy53NAKvE3udBHzCI6VXtGvFD5g0bnylumuuJ2jERrMA07G0NlEvkMhOU5AC1Wqh/kagoQ8vN/f2cPJH8sA2INIqytHCsQ58ajDXO2FIlRmj4pa+sa76zdOjlpdG0CPRuU5ycqO/FZMhN8pGv4ge0sdGjZC8avQEuiHRfj5fto1BWpuoZ0hkJ3akBcy6gkRgQgRH8oR5KyVXEiGXFPJd4s2q07H3IjWqXtLThbB+ST1wfQtJ18R7CL+jASeHSsHx7phshHQjIDORKErkUK5zjSTTRl68kMLwH1AjTVbdkEzyXI5NiQpcZvwcXP0K1Z0q2fG6F+rINqHdr4NEdmIHbUSFQDXqvQkZcNl7ISk8MdzCAmZSTzM6dCA29b07dYez3DROeCjpaRQ4I6l9mWSQ5etDXonGiCr0ooL3q75nhxvxUFp4uCFaiIzEj9sJEUTa1ulvmUxzD7VyvjWiJjxi+ALx7ghDWXXbfnqdPi6+7V/EPYfRt/s1kMhOU5AC1WrBNJQdCU2nBqKC0OR+Gv3tEp4mEEQhBkWn83zMcyF98+M6v71Xapq8qEEy+cJGmp4vbuPKzpdXBbdqgn6ZYyYv7zzNWk0MeZr32KbKiyINlfYMiezEjhSo1hU4kQl5dOqSIU74XIIjpTHCg7jl1RFGSXI/rdbl1UapigRFL7KqGJRAubo3RCHj5Ht3opZXYPkM29hYmYkEEXVkJ3sw6KMao1+UgaSh0p4gkZ3YYaxo7ip7xZoeogeD5JE8OP4xPS+7P2NElfcmRHJ8mfjkhaf53h2fHPGd4qNHsBcpGSn3WyQ1QqHDXgvXqEeNoCHi1iPFoACQrKorrzqz/USDbduoqut9khOxrDiChUtDpd0ikZ2mQG795AaVNwxKqgh+ZfDJUQPX9AC8ctB0el4aZqDpRV7/fpb0uHJUij+juG3jYnZCxtvLJvUCJT0NP6bufaOEWNYUgyIiRGyovMpPVb0NpTn8k9VJ8TWE9iEqpKHSniORndiR1vToCpJnp453p/qj7+1eJ3t3uJGKX2aupaiaei40tqg2RuHf4VeR8keFFIMyOlAdc+QVIM2Coa5q4/itXGITJkBRIw2V9gyJ7MQOboS4wVG212gvkYmPvwy71CDwe3DvTuQNhgLglaHzEFb3Q1n848cJcHIUParekZ8j8WLFAc0qG26J+IVIuPQ7KqQYlPrg7ZVzjvwObEci6kcgT+i3f696rz5pcBpjNlTKvGHddnKlTpika/RV9FBp1N7DDkhkpwnghEcj7Svjw7jDIZIbifgAAiFUXD7CPRDaQgLsuAGNK4fLSEZ5C5nEjNPjJg6dDBEfmjGXuXWQ10VeH91H+kNZ0rmoEfJSCOfqeik4eeSy4B0V9xmjKcQEQ9Iz/dvL27nNl2PshMcRufE8TUUiO7GD94jqKD3gNQL0O5TmXM6UvjH7yhh2YUlPJ+9OvQ+Ej0QWec+pAZ4daViGpwt5K3vcNYobtUzqoOr9A8tD1PHm0Ntz4uPqnT/8ECUkltFNgHKHMnby4tRNjwp1vGHEExbybEl6Fv4deJUKEt4kREd2PvzhDyPLMvM54IADAAAbNmzAsmXLMG/ePFx88cXOH1V1ri9AF5ji6UzhvYY10IOkDaVk1G26THiiFbG4GFdn2YSJkGRgXDk0ei8xjar1PHiegCu7qt51amh5etQyk+KaHJIYshr6dNgAhdL4bUPH0SJEbPj6YaHhQaCS9IT4QPA1GiE0+PKRjnUSJ4eCvGTPV2dvWGPkVYHoyM6DDz6IO+64A1u2bMGWLVvw0EMPYWRkBCeddBKWLl2K9evXY2hoCDfeeCMAVJ7rCzjsI01z7Qhnaw0qrzKZET/9zb0/xQlOWqRjl/iEieQElX8s6GKYAYIu2VOyMZcb1jDBiVpmnXrdrCNiTwfqIzNQkneRX+/eI3J5AdUvGCyXUG4mI3oLLgfeUZGeESWkdt+kCwTRXCbITSTZkupWe6CjllcNREV2du3ahQ0bNmDFihWYO3cu5s6diz322AN33nknhoeHcdVVV2H//ffHqlWrcMMNNwBA5bm+gshI0jRXD9rI8P3ESFwTNx6Od4ek+flYm0M+NnaHkyKY6xuLKhKks3QgPaO5PnpIU4NpOs3qGeZ6nRF+D/M4Rqijxig9YVUykvJVpXMC1BhUEsQ0VNoNoiI7jzzyCJRSOPTQQzFr1iyceOKJ+J//+R88/PDDOOKIIzB79mwAwJve9CYMDQ0BQOW5EEZGRrB161bnEy0q11tQXg8ypPCh3qHE5kO9RGrAo9Z5Oj1f/wZAPTVyILJCp6Gs8Ecihw0ZypK8NjXW2alyl7u3CxmjwG2jFhbcCjCaYZkacuMiCMtKvj461PGE0bZMukUFMaxDJt30BtTJyna/fHnuPWT6IHZ0ebqTRn+76VHLqwaiIjuPPvoofu/3fg/f+MY3MDQ0hGnTpuGCCy7A1q1bsXjxYpMvyzIMDAxgy5YtledCWL16NebMmWM+++yzz7iWqydIY7f1QA2MQ3hsT7KatFQPZdnr/V6RnqJvHheQdZQIBSU7Da5y5OjdQjA2NoHnDbyGI+PYZVbV6w4ZWcEIB8osdSy4XknPiBbBWBx5ZhH9FnUr2CGTOm8NGUrmSDPYeoaoyM5ZZ52FBx54AMuWLcPixYtxzTXX4J577kGe55gxY4aTd+bMmdi2bRsGBweD50K45JJLMDw8bD5PP/30uJSnJ+C9SMeaprFbD568crsAYykDz7sD+VtOk4mMRAiVcs/3FQhx9E4Jhlyn+8a7gXJJwzLdQbKYIc9hh9l+VWSx02P5PaJGJ5mlGWxdIyqywzF37lzkeY7Xvva1eP75551zL730EqZPn4758+cHz4UwY8YM7Lnnns4nenDCw12cJlu1IZeMtLkN5QnEqLvfcO4ZLSTCo397eVmPR+hpS+WWjA/fKTh2MTngU9Cl49ClXTSofr7OBDs6pGGZ7hAy0txzKOUxt6gmP7zt4nmd12iCvtWSWfcz2CSd4cfiazRBZhWIiux85CMfwc0332x+//znP0er1cIf/MEf4IEHHjDpmzdvxsjICObPn49ly5YFz/UF6qy3AKTVRzWcYSxeUN+7EyKAnTw3rpeHpsuEJ2qZcYSGtEL5aFJPepHVj40GaVimO4QItFQQ7jkMyMbJE7qVanIHpL7MqrzUUiyPfFuXPDZSZgFERXYOPfRQXHrppfjBD36A73//+/jwhz+Mc845B+985zsxPDyMr33tawCANWvW4LjjjsPAwABWrFgRPNdXqJr5IYzdhodh3AoQ9vTw2UVg9xq3ko4NvIdIez8VK06LMlP2W6dRgsOvk7gov2+UcFq7DjECoyQ43ZY/ZnHJf3QalgmCewyryHQHeU2ZRSulAGWdzvPlYX0KeaLr/PZeqcHiBIDByX4Big9+8IN49NFHcfLJJ2OPPfbAKaecglWrVmFwcBBr167FmWeeiYsvvhjtdhvr1q0DgMpzfQGtYVlWKHZG+KnKgWzAHqus+IAQPaFxUEohQ+Y9gv7OMnjQ6UopZFKGGGAaAy2nvDzWjUVWyIwQkQyZIyelFDKVmXOWrOhjAEx+VDZAhjxXaLUy5++LGpV/Ok/L4eiYSe/mcbIO0fSoG1fzhwfqpFEKBOVF9UvXR7ezYeUQqnuu3kUMLieTTmSk62auxG54FamW6miWZZ5aa/nFLi4DSW5KASDy0mmsredER7dzXN+sflEdzMobFd+NqJMdEBXZAYqZUqtXr/bS3/ve92LTpk1Yv349li9fjoULF9Y61zcIGSNzjv4Ms3sej2KV3m1UdZpWdL+RjVzrdSOhGwa0ChnlCsh8edXxhDlOI/M7M8bGkiBLeAA4pCdqVOoYIdaAMUiiHgSINfWA0cbT6lvEJFoCrywZ/GOTtyA8Hrl2bieRH/8vocZIMujRIkh4mG4BpqJ1IoQZE7SkQ1ZHs2bICfD/eN6OOXktmZZk0633UO7zNKxuCoiO7FRh0aJFWLRoUdfnGg3tqeCGG6QHqXtGecv0iHgjwQ03N0Cup6LKIJWvE6veO8ZX6nW3TC9SqZbx4hSXukNbTk+o9PQUPUdKDt1eJO0N6cY12gUYq8C9htwY8ewVpCdEjLk3rDGkhxptXSe1XnlGWzZE9jz7rnps7HKpiyrD7eSTLg0QHOFGjTfcpoIk72EvEFXMTkIFxPFt5Z8T3JnuJSp4zGNL3GP/d5TouBhXnhZh7IQOU6htPv980xvE2ggGJ5M6qfN0sZdY2Kuoj0P5I9Yxp05WxYSFKpKUlQuiy1eKVlgMDjEOHJu0FNRdhUR2mgZquIFg4yGRlm56lOb2HsmJXOu5XGrIi3p0igT7zQ2OlUt3Ad1RIzTl3MsnG6Mqo12Vp/KVmia3TukBUh1K4+d4GtWxRkMi1oQc1W7HIHcupI4Jv1+USEHdPUciO7HDqbkd1qgIzMzi33Ka8LhAQyF5N6IClYeTThqM8iMTlk5p/EPTJZlGLi9gVIbbT65fxlDWRhBrT68YoQ5ex75Rn+Dox8jpkcqJI63j1B2S97CnSGSnKQg1DpL2TWV3ZsdhrLIAaU+Z7uC1gFrGUtYAYVGSrBoqnKqpwABjw/W9rzaB5w28RhMIdVB36q3j1IkAh8lhd6QxSiTvYc+QyE7sSO7M0SGtS9Q9OhmfymvHcKlyvxuDbuTFDHcVIaTpnCw3bohUg9Y/KV2fC6zlVJynl/kdjqrfPD36TgiPcwp5Dz0FYd+o0DmxoxJ4nZjJdE0kstMEhBqAkDuzJrMPDdXIwzINaSjoy4V63fpYkmtFY0EfUfWbpzeykagbx1N1C8EzJp6vOG4EqDECKhRCjhfjx3U8FZ08slGi6kW5bPIKWQTqJm+/+CMbp1chpDinUSGRnaZB8lSI+egl3bk19WN43qr80cEtgHsc6AWK36QB8Img20BQrw736EQttxB769EwQ9+BG5lgPrmTUmcooVs5Nk7svOPRKXsF6enUhjV66DTFOfUMiezEjjRtsztIMTsmnXnCBC9YHWLo9x5l4tgITxjHKIy3mHWMBY5ax4CK+iYQRa1rCPSwa3gqpOHQKi9GVKiKa6q8LlwX+x5eG53inMaKRHaagqoYnQ7uTCkepfhBDgPuzMb2jrqYei7tgaW/vaGYgLGxcvLl1giE3lM06J0Dbjud69ajGD2Sp6IaIYLjxSSGewZVBrzTUDPP1wivRajNktr7FOfUEYnsNA0pPqAaDltLU/V7hlEGL3fuYY76jSYPyVPRewQ9GVLWgPxYR8M730RUvX+Kc+oKiezEDs7ig/lSfIADSng6kUO23k79GQ3yee3dCT0uWnTzshVu9U4enm5d6FEieSq6R5rtN3oYD06FhxpwClnlze9L72EHJLLTBIQaTEnxU3xAhSFSbh4iK5ulcwPBvT0hYtMv7t866CYuQMrXd/JJnopqpNl+1agrn0DjMj6d3AbIrQKJ7DQRKT6gM7qK2VHGsBQ/ZVJDv/1jONeoDvKNHnU9it510q2qdaxuenSo0bsOXytdVpccNowgVnU6Kq+borP9NDotKOg2zHLWTqRHuEUVKWqy/BPZiR0pPqA7VM1e82J2lJBHZ6mQW6Dt9l6FEaBoEZRTB2PUxN3cxwOGUNcz3u6l4Y5IrbwV6VEhRHA4qa6QY3fDftUyaYTMgC47Gsx7WLOTKhHnvhj6Y0hkpwnoFB/gGO/ODaLoreiC4UdvvIGwG1g0Lv7sNZs9JKPw6raNkE8PMZXKCqC+12sMcXTdv1LD/4MJCoBvpJdaIw39jQmJ7DQFieHXg9RT1MdOPmaIaq4+GiIyVUM1jZBdNwG3oVsE3OPeOeEx/r2qz086uhmDS1P1C3TzflM+AD4N/fUaiew0DdxlHmx0600970uG33FcqUbMk2SzAkSoU4By1Ss1EuNYmEboVx10MTRYVdcaMzGgW9T1jpnso/eGNSq+iSKSoT/q6W9y/UxkJ3Ykl/noEJKbJEM2e030UAhDe+EA5cC9mozRlqOD56G6lz66R04YxvCCvTDejdWtscSEdeiEuOmBxzdUbB4Soe4Kiew0AcllXh/esEvFNHS3QOVX9TCW9LvjK8Uqq3FCZXmbbKSr0KWnwuaVbtVnxnss6+ugT/WlLhKh7hkS2WkKKg3I+DP8Ril9t1M2hTVQqoKVdV4epFxFihohv66MtHK+x1I+dqv4kWavdY8UEzZ2JEI9JiSy00Sk8e7OCA1d1SlMVeMQbAy00Xdl1giS0wmjLEM3ZW+snCo7IbLxFsvawXiP5TUaAcHL2pvbVnVAevaY3iMR6p4jkZ2mIY13V4MTQcM6ejMba3SvFLvQBIxx6KHv0cl76KSF6lg3ZDCU3kDd6iWa6n3uBolQ9wSJ7MSOcVg2vO+VvhNTqzEbq8ob5g/3Wa9O6DUa1RDXHVcaY0B8X0wRDmG0ZeigM40O6O4GFTo42piwxslnnFZQDj6u1nB87dtFh0R2moDUi+we3bwr85bV9e5IUzH7MbAvoQdIxntM3sKxDcWn+hiKd1JKVepYPyGRnX5A6kWGoYeyOg3/TdVhP6AhLxkhkvEePXqwGvCUQJo00DMkstMU9Ejpu+1FNk7p07DfxKPfy1cHyXjXRxomHTtGWYYpMWkggER2mo6k9D7SWPfo0aPA5MbpzFiQjHc1Yn+/pqCHkwam4lphiew0EUnpJwxprJugzs7ewWu7zB6zXGN+t35EEnfPCXX4Mf0r7ER2Ykdoik9S+mr0eKy723iKxomvFy/cTUx44wTUQ0zhoifPYU30e/kmAYns9DtSnelpPMWU84SJM/7Gbw2exolrFPvViVm9Tk2Xr9E4wQlInkMZo5FJF5MrpgoS2WkSUq+oM5InLGEikDxh3SE4XbELMj2V5FUXiSDWRiI7TUAdJeuk9FW36HK2UdOVvhJ9XLQxYRJWVG6kniVPWNRolLwSQewpEtlpMlLDWo00xDDpmMpln2gkWXeHJK966BcxJbKTMCpE3VBE0iOKWUSTATnwexJeZCIwyk5H1PVqPJHk1T2St7Ur9BXZ2bBhA5YtW4Z58+bh4osvbvQf0xV60FAkQzTOj+xbYSaMF6ZUnewBkrzqYaq2+31DdkZGRnDSSSdh6dKlWL9+PYaGhnDjjTdO9msl9BGmaiORkJCQ0HT0Ddm58847MTw8jKuuugr7778/Vq1ahRtuuGGyXyshISEhISFhkjE42S/QKzz88MM44ogjMHv2bADAm970JgwNDYl5R0ZGMDIyYn4PDw8DALZu3Tr+L9ol1K7yPbOs/G4Vx/q7tav8HrCfvA20WoDaBbQGoPIWVKtVfLczqFYL+UCryFN+Z60M2cAAAKDVagGtDFmWQenHlc/XrwEkefWDvIAks26R5NUdkry6R5JZfej36RQqkKk+CSb46Ec/iu3bt+Paa681aQsXLsTjjz+OefPmOXk//elP4zOf+cxEv2JCQkJCQkLCOODpp5/G61//+uD5vvHsDA4OYsaMGU7azJkzsW3bNo/sXHLJJfjIRz5ifud5jt/+9rdYsGCBYbIxYOvWrdhnn33w9NNPY88995zs14keSV7dI8msOyR5dYckr+6RZNYdlFJ46aWXsPfee1fm6xuyM3/+fGzYsMFJe+mllzB9+nQv74wZMzxiNHfu3PF8vTFhzz33TErfBZK8ukeSWXdI8uoOSV7dI8msPubMmdMxT98EKC9btgwPPPCA+b1582aMjIxg/vz5k/hWCQkJCQkJCZONviE7K1aswPDwML72ta8BANasWYPjjjsOA2XwVUJCQkJCQsLURN8MYw0ODmLt2rU488wzcfHFF6PdbmPdunWT/VpjwowZM/CpT33KG3JLkJHk1T2SzLpDkld3SPLqHklm44O+mY2l8etf/xrr16/H8uXLsXDhwsl+nYSEhISEhIRJRt+RnYSEhISEhIQEir6J2UlISEhISEhIkJDIziRBKYU8n/gNKZuKscrr7rvvxvr163v4RgkJCWNBqpMJE4lEdiYJd9xxBw499FCzVcWZZ56Jj3/84+b89u3bxeu+9KUv4YwzzgAAfOMb38A73vGO8X/ZCDBaeWlce+21uPfee8f1HWNEu93G/fffP9mvETW2b9+OdrvdMV+e5842MxpTrU6OVV4aU61OjqXDNjw8jEceeaTHbzS10DezsZqEHTt24BOf+AROO+00sxjStGnTzMKGd911F8477zzcfvvtOOyww5xrp02bhpkzZwIAZs2aJS6a2G/oRl6vvvoq3vve92LOnDmYOXNmsd8LgCeffBKPPPIIvvrVr5r7joyMYLfddsMvfvGLiS7ShOGOO+7A2WefjY0bN+J3fud3Oub/0pe+hB//+Me46aab8I1vfAPXX389vv/970/Am04O2u02DjroIMyYMQPTpk0DAGzatAlLlizBzp078eyzz2K//fYDUBirOXPmeORxKtXJ0cjr8ssvT3USRV38f//v/+GHP/wh5syZgzPPPBOvf/3rccUVVwAoSKTWI46vfvWr+OIXv4ihoaFgnoRqJLIzCbjgggswNDSEc88916RlWYYnn3wS73//+/H444/jmmuuwdKlS7u67yuvvIJWq4VZs2b1+pUnFd3ISymF5557DoODVrW3b9+OOXPmYP369dhrr70mowiThs997nP4zGc+U4voAFPLcAPAwMAANm/e7KQddNBB+OEPf4hf/epX+NjHPobvfve7o75/v9XJ0cgrz/MpXyfH0sEdGRnBlVdeiWuvvTYRnTEgkZ0JRLvdxoc+9CE89NBDRml37tyJu+++Gz/96U8xMjKCz372s/iTP/kT0/sBCmWfPn165b5dQ0NDOO2003DMMcfg7//+78e9LBOB0cgryzK84x3vwAsvvGDus2PHDuzatQvHHHOM94wrr7wS73rXuyakPBOBz3/+87jiiiuKnYuVwtatW7Fx40Z88pOfNHnyPDdyXLFiRe1795vhHgumap0cDVqt1pSuk0D3Hdzzzz8fN998M4CiHXz55ZfxwQ9+0Llnu93Gzp078dhjj2HfffeduMI0FSphwvDkk0+qww8/XG3evFnttttu6qmnnlIrV65UJ5xwgjriiCPU6tWrnfzr169XSim1dOlSNW/ePLVgwQK12267qbPPPlsppdRtt92mjjzySHXhhReq17zmNepzn/uceumllya6WOOG0cprv/32U9/61reUUkrdc8896plnnjF5vvOd76hdu3YppQq5fvvb356g0kwMduzYodrttnr11VfVG9/4RvUP//APqt1ue3qxbds2I4ft27erPM+VUkpdd911jn6dcMIJSiml/uu//ksdfPDB6i/+4i8mrjATiDe84Q3qDW94g9p///3VtGnT1OLFi9U+++yjZs2apfbff3/1hje8Qb35zW82+adqndToVl5TtU7u2rVLXXDBBeqQQw5RM2fOVE899ZTasWOH+ta3vqUOOuggtXjxYvX1r39dtdtt57qRkRGV57n6zW9+oxYsWKDuuusutWvXLvXyyy+bPHmeq1deecXU3YRqpADlCcSSJUvw05/+FPvuuy/yPEee5/jqV7+Ku+66CwcffDA2b94MVS579Mwzz+DII4/Evffei/Xr1+O3v/0tXnjhBXzhC19w7rlhwwbMmTMHjz32GC699FLsvvvuk1G0ccFo5bXbbruZe/zgBz/A+eefDwB4/PHHcdppp+HRRx815/ttldJp06ah1WrhkksuwX777Yfzzz8fQ0ND2GOPPfDqq6+afLNmzTJbqRx11FFYsGAB9tprL3zsYx9z7rd161ZcdNFFePvb346zzjrLxBf0G2bNmoXvfe97eOKJJzB//nxs2rQJt99+O5YvX44nnngCd999t4lRATBl66RGt/KaqnXyl7/8JR566CH8+7//u6lv5513Hq655hrMnTsX559/Ps466yzjmX7wwQcBwHgNL7jgApxyyik44YQTcOedd2LJkiXm3lmWYfbs2ZXexQSLNIw1SVi0aBHa7TZarRauu+46LFmyBNdddx1uueUWAIUin3jiiXjb295WeZ/ly5fj05/+9AS88eSiG3np2IDh4WFcdNFF+PKXvwylFK644gr81V/9FQ488MBas0maiDzPcdVVV+Gf/umfzOwNPQRIYyZGRkaMUaHTf7/85S87G+pu2LAB73znO/HYY4+Z+IJ+hJbNk08+iQULFoh76tU1KlOhTnYrr6laJ3WHDYDTYWu1WjjvvPNMhy3LMtNhu/vuu3HUUUfhE5/4BB555BETrD1z5kynDiulsGPHjr4ih+OJRHYmELt27cKuXbswc+ZMbNq0yaR//etfx6c+9SlcdtllJi3Pc2zfvn1Ks/axyusLX/gCbr31VrRaLaxevRpz587FnDlzcMstt+Cmm26a0LJMFPI8x9VXX42BgQG89a1vRZZl2LVrFwDg4IMPBlDEPW3btg2PPfYY5s+fX3m/qWC4Ka6++mqcdtppAIpYk+eeew4//vGP8fzzz0/ym8WJbuU1FeukRjcdtuHhYXzlK1/BHnvsgUMPPRQA8Oqrr+K5557DAQccAKCIe2q1Wl7AeIKMRHYmEHfddRf++I//2JvhsmPHDrznPe9xgpJ1EOnzzz8/JWYrSBitvDT++q//Gp/61KcwODiIE088EStXrsTKlSuR57khAP2GwcFB/PKXv0Sr1UK73TazZxYvXoyNGzc6PcMEF+vWrcPtt9+Ohx9+GEDRK1+wYAHOOeccnHTSSZP8dvFhNPKaanVytB22efPmYXh4GEop4zW77777sHLlSjzxxBMTXo5+QGr5JhDvfve70W63PW/NUUcdhc985jM47rjjnHRqrH7yk5/g3nvvxZ133oljjz1WvH+e5/i3f/s3nHzyyX0xRXG08mq32xgZGcEhhxyCadOmIcsyPPfcc3jwwQdx2WWXIc9zvP/975/IokwoWq0Wrr/+etx666349re/7Zz7x3/8R6xbtw433HBDIj4Mb3vb2/C+973PTA3efffdcd999wEANm7c6KyvM1XrJEU38pqqdXIsHdxWq4VLL70Uzz33HL7yla8413/yk59Eu93G5z//+QkpRz8gtXYTiNCQlAqsrDkwMICf/OQnWLFiBY4//ni8+93vxvz58/G///u/AIpAvieeeALDw8OYM2cO7r33XnzgAx/AU089hUWLFo1rWSYCo5EXAGzbtg0zZszAM888Y87RXqQGX8+iX3DffffhwgsvxHXXXecRmmOPPRaf+9zncPrpp+Nf//VfMW3atGS4URjjP/qjPwquK7Rjxw4TszSV66RGN/ICpm6dHG2HDShW4/7iF7+Ib37zm959TznlFBx//PF46aWX8Hd/93fj9v79hER2IsDOnTuDy6ofeeSR+PWvf43XvOY1AIC//du/xVNPPQWgqDCve93rcMABB0AphWnTpmHVqlV91ahKqJIXUDSsHNu3bzfX7NixA1//+tfxyiuvYMGCBeP2npOB733ve3jf+96Ha6+91qzL8X//938ACvK477774r777sPRRx+NlStX4sILL5zyhhso9OM//uM/TDwEx8aNG82WEKlOdicvYOrWydF22P75n/8Zf/7nf47bbrsNxx9/PICiHuv7vfnNb8Z3v/tdHHPMMZg1axYuv/zycSpBH2FyZrwnJEwsHn30UfWb3/zG/N6xY8ckvs344Qtf+IJau3at+X3BBReo6dOnq7e+9a1OvqGhIXXvvfcqpZR67rnnTPpVV12lTj/9dKWUUsPDw+roo49We+21l1qwYIF67Wtfq6688srxL8QkYHh42FvrJCGMXshrqtRJCYcddpi6/fbbg+cvuugiZ72hd73rXWpwcFB94AMfcPL94Ac/UI888si4vWc/IVOqXKgkISGh7/DUU09heHgYhxxyyJSe2ZeQ0GQMDQ2h1WrhoIMOmuxXaSwS2UlISEhISEjoa6QVlBMSEhISEhL6GonsJCQkJCQkJPQ1EtlJSEhISEhI6GskspOQkDCl8dvf/tZsktqP+zMlJCQkspOQkNAwnHPOOZg9ezb22muvys/8+fPNvk07duxAlmXi2iZf+cpXcPrpp+P+++/Hcccd15fbFiQkTHWkRQUTEhIahdmzZ+PjH/94VxuUTps2DQMDA2i1Wti2bRsGBgYwffp0ZFmGRYsWYbfddsPy5ctx6qmnYsuWLVi4cOH4FSAhIWHCkchOQkJCo0D3E9q0aRO2bt2KpUuXmrRHH30Uf/mXf4m1a9fijW98IwB3JdsVK1bg8ccfN3s07dy5E6+++ir22msv7Ny5EzfddBN+9KMfTVyBEhISxh1pGCshIaGxuP3223H00Ufj6quvNmmXXHIJBgcHse+++wIoFmS79dZboZTCrbfeirvvvhtbt27Fiy++iBdeeAHf+c53cNRRR+GFF17Ali1bEtFJSOhDJM9OQkJCY/HRj34Ub3nLW7By5Uo89NBDOPzww/HDH/4QGzZsMJtUPvvss/jZz34GpRR+/vOfY/v27Vi9erW5x5o1a7B161YAwJIlS/DNb34Thx566GQUJyEhYZyQPDsJCQmNxtvf/nb87Gc/wy9+8Qt86EMfwpo1a/C6173OnH/HO96Byy+/HK1WC2vWrMHee++N3XffHRs2bMCuXbuwYMEC4+l55plncOCBB05iaRISEsYDiewkJCQ0HlmW4cUXX8S+++6LVatWYdOmTZV5KRYuXIhnn30WGzduxOGHH47Zs2eP9+smJCRMMBLZSUhIaDSeffZZnHDCCTjjjDPw2GOP4dBDD8XRRx+NJ598stb1AwMDWLBgAW655RYce+yx4/y2CQkJk4FEdhISEhqLm2++GUuXLsW73vUuXHnllZgxYwZuvvlmHHbYYXj3u9+NHTt2OPk3b96MLVu24OWXX8bv//7vY3BwEHme4y1veQtuvPFGvOc975mkkiQkJIwnUoByQkJCI/H444/jb/7mb/DZz34W5513nkmfNm0abrrpJnz/+9/H9OnTkec5fvSjH6HdbuPII4/EunXrsGHDBnOPBQsWYOnSpbj//vtx2GGHYceOHSa4OSEhoT+QPDsJCQmNgl4F+cADD8QTTzzhEB2NPfbYAyeffDIA4F/+5V9w7rnn4stf/jL++7//G7/61a9w2WWX4S1veQvOPvtsPPPMM7j++uuxc+dOrFu3DkcddRQef/zxCS1TQkLC+CJTSqnJfomEhISEujj33HNx2223Ye7cuR3zjoyM4OGHH8aee+6JmTNnAgD+7M/+DAsXLsSf/umfQimFU089Faeeeir+8A//EKeccgp+93d/F//5n//pLF6YkJDQbCSyk5CQ0JdQSmHnzp2VQ1K/+MUvcM899+DjH/84gGJYa/fdd8fee+89Ua+ZkJAwAUhkJyEhISEhIaGvkfy0CQkJCQkJCX2NRHYSEhISEhIS+hqJ7CQkJCQkJCT0RB9ITQAAAD9JREFUNRLZSUhISEhISOhrJLKTkJCQkJCQ0NdIZCchISEhISGhr5HITkJCQkJCQkJfI5GdhISEhISEhL7G/wes7YQRQPVMyAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots()\n",
    "ax.set(xlim=(-0.5, 6), ylim=(0, 4000))\n",
    "plt.xlabel('区域')\n",
    "plt.ylabel('销售量')\n",
    "x = data[\"区域\"].values\n",
    "y = data[\"销售量\"]\n",
    "gradient_bar(ax,np.arange(6), y, width=0.5)\n",
    "plt.title('3月各区域销量分布\\n东北销量最多占比总销量的22%，华南销量最低')\n",
    "for a,b in zip(np.arange(6)+0.25,y):   #柱子上的数字显示\n",
    "    plt.text(a,b,'%.2f'%b,ha='center',va='bottom',fontsize=10);\n",
    "plt.xticks(np.arange(6),x)\n",
    "plt.axhline(y.mean())\n",
    "plt.text(0,y.mean(),'%.2f'%y.mean(),ha='center',va='bottom',fontsize=10)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
